150+ Tech Blogs, 15+ Research Journals, Summarized on a Single Feed

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Designing for multi-account scenarios using AWS Disaster Recovery Service

AWS Storage | By Stuart Lupton

December 31, 2024

Cloud
DevOps
  • Amazon's Elastic Disaster Recovery allows businesses to separate their disaster recovery resources into different accounts for better control and management.
  • This feature, known as multi-account extension, enables users to replicate servers from one account to multiple target accounts, promoting operational best practices such as isolated testing, disaster drills, and forensic analysis without affecting the production environment.
  • By using this feature, businesses can design custom workflows, improve operations, and meet governance needs while ensuring business continuity and data protection.
  • It also allows for cost allocation, greater flexibility, and centralization of operations, making it easier to manage disaster recovery environments, especially in large-scale deployments.
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11 Tips to Accelerate Your Work with LLMs in Snowflake’s Cortex

Snowflake | By Bart Wrobel

January 11, 2025

  • People are discussing a story about & Data Science on Medium, where they're continuing the conversation by highlighting and responding to it.
  • This means that others are reading and commenting on the article to share their thoughts and opinions, keeping the discussion alive and engaging with one another's ideas.
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AutoGen v0.4: Reimagining the foundation of agentic AI for scale, extensibility, and robustness

Microsoft Research | By Alyssa Hughes (2ADAPTIVE LLC dba 2A Consulting)

January 14, 2025

Web
Cloud
AI
DevOps
Backend
UI/UX
Coding
  • The AutoGen framework has been updated to v0.4, offering a robust ecosystem and foundation for developing agentic AI applications.
  • It features a layered architecture with core, agent chat, and extensions layers, allowing users to build custom agents, tools, and models easily.
  • The new version includes improved observability and debugging tools, support for distributed agent networks, and cross-language compatibility.
  • Additionally, it introduces AutoGen Bench for benchmarking agents, AutoGen Studio for rapid prototyping of AI agents, and Magentic-One, a generalist multi-agent application that can solve open-ended tasks in various domains.
  • The update also includes measures to facilitate a smooth migration from the previous v0.2 API, making it easier for users to transition to the new version.
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How EUROGATE established a data mesh architecture using Amazon DataZone

AWS Big Data | By Dr. Leonard Heilig

January 15, 2025

Cloud
AI
  • EUROGATE's data science team is using advanced technology to improve operations at container terminals by integrating and analyzing data from various sources like straddle carriers and quay cranes with planning and weather information.
  • They employ machine learning models across different AWS accounts, leveraging Amazon DataZone for sharing digital twin datasets accessible via SageMaker in separate accounts.
  • The CHE data flows from Amazon Kinesis Data Streams into S3 using Data Firehose and Lambda functions, followed by an ETL process handled by AWS Glue to format the data properly.
  • This metadata is then shared on DataZone through the Glue Data Catalog.
  • To utilize this shared data, teams use tools like Athena and Redshift with SageMaker Data Wrangler and AWS Gluer’s capabilities for querying, enhancing their ability to manage machine learning models and governance effectively across terminals.
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Ultimate guide to CI/CD: Fundamentals to advanced implementation

Gitlab | By Sandra Gittlen

January 6, 2025

AI
  • GitLab has a feature called Root Cause Analysis that helps find and fix problems with automated pipelines.
  • If a pipeline fails, GitLab shows detailed information about what went wrong, such as error messages and where the issue occurred.
  • Then, using AI, it suggests possible fixes to get the pipeline working again.
  • You can see this in action by watching a video on their website and even try out the feature for free with a 60-day trial of their Ultimate plan.
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Why Enterprises Need AI Query Engines to Fuel Agentic AI

Nvidia | By Nicola Sessions

January 7, 2025

AI
Algorithms
  • As technology advances, organizations are struggling to make sense of their large data sets, and this is where AI query engines come in - they help bridge the gap between raw data and AI-powered applications by extracting valuable insights from it.
  • To achieve this, NVIDIA Blueprints can connect AI to an organization's data, making it easier for them to extract value.
  • This trend is expected to grow, as seen in the IDC Global DataSphere Forecast 2024, which highlights the importance of AI query engines in today's data-driven world.
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JVM Tuning with Machine Learning on Garbage Collection Logs

Java | By ["YagmurEren"]

January 13, 2025

Performance
AI
Backend
Data Science
  • The writer of this blog, Yagmur, recently completed her master's degree and worked on a thesis project with Oracle to see if machine learning (ML) could help improve the performance of Java applications by tuning the Java Virtual Machine (JVM).
  • She focused on optimizing two JVM settings related to memory allocation, which are crucial for maintaining application performance.
  • To do this, she collected data from garbage collection logs, engineered features to understand memory utilization patterns, and trained five different ML models to predict the optimal JVM settings.
  • The results were promising, with one model showing that ML can improve throughput by up to 20% while keeping latency levels acceptable.
  • This project demonstrates the potential of using ML to automate the complex task of JVM tuning, making it accessible to those without expertise in JVM internals, and could lead to future improvements in application performance.
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Evaluating Generative AI: A Field Manual

Palantir

January 15, 2025

  • The article from Palantir Blog on Medium discusses the concept of using large language models (LLMs) as judges to assist in legal decision-making processes.
  • The publication, "Generative AI: A Field Manual," explores how these advanced AI systems can be leveraged for analyzing legal documents and providing insights that aid judicial decisions.
  • The discussion continues on Medium, where readers engage by highlighting key points and responding with their perspectives on the implications and potential of LLMs in the judiciary.
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Wizerr AI: Revolutionizing Electronics Design and Procurement with Databricks

Databricks

January 14, 2025

  • Electronic products are changing very quickly because people are constantly looking for new gadgets and technology to make their lives easier, connect with others, and access more information.
  • This demand drives companies to invent and improve things like energy-efficient devices, transportation systems, robots that can help us, ways to stay connected online, and tools to store and share data.
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Are we encouraging girls and women to be perfect or brave?

Thoughtworks | By Juliana Velozo

January 14, 2025

  • The question of whether society encourages girls and women to strive for perfection or bravery highlights a significant cultural debate.
  • On one hand, there's pressure on women to meet high standards in appearance, behavior, and achievements, often promoting an ideal of perfection.
  • This can lead to stress and unrealistic expectations.
  • On the other hand, encouraging bravery involves supporting women to take risks, embrace imperfections, and challenge societal norms.
  • Balancing these influences is crucial for fostering a healthier environment where women feel empowered to pursue their true potential without being confined by rigid ideals.
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Kajabi vs. Teachable: Which online course platform should you use? [2025]

Zapier | By David Hartshorne

January 13, 2025

AI
  • When it comes to creating and selling online courses, two popular options are Kajabi and Teachable.
  • Both platforms offer free versions and have similar features such as course generation, content formats, and live chat support, although Kajabi's live chat is limited in its free version.
  • However, Teachable has more flexibility when it comes to adding different types of content like videos, audio, images, and quizzes to each lesson, whereas Kajabi only allows one video or audio recording per lesson.
  • Additionally, Teachable makes it easier to bulk-upload content and rearrange lessons with drag-and-drop functionality.
  • Overall, if you want to create detailed courses and have more flexibility in managing your online course and website separately, Teachable might be the better choice, while Kajabi is ideal for those who want a comprehensive platform that integrates all aspects of their business.
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The Next Generation of RAG: How Enriched Index Redefines Information Retrieval for LLMs

Salesforce | By Scott Nyberg

January 9, 2025

Performance
AI
DevOps
Security
Backend
Algorithms
  • Robert Xue, a software engineering architect at Salesforce, is leading the development of Enriched Index, a Retrieval-Augmented Generation (RAG) system that improves information retrieval with enhanced precision and scalability.
  • The team's mission is to provide scalable, reusable components for Large Language Model applications, enabling developers to create adaptable and efficient solutions.
  • Enriched Index differs from traditional RAG indexes by using multi-round indexing and dynamic, context-aware retrieval, making it ideal for both sophisticated enterprise solutions and general AI-driven applications.
  • Robert faced significant technical challenges while developing Enriched Index, including balancing feature value with computational efficiency and addressing latency issues.
  • The team tackled these challenges by focusing on metadata augmentation and summarization techniques, implementing a dual-path system to balance precision and responsiveness, and developing intermediary normalization layers to standardize inputs from diverse data sources.
  • To ensure the ethical use of Enriched Index, Robert's team has measures in place, including Attribute-Based Access Control (ABAC) for data privacy and bias mitigation through model training with diverse datasets and fairness algorithms.
  • Enriched Index has shown its potential in improving process outcomes, such as in the banking sector where it accurately distinguished nuanced legal concepts, enhancing the efficiency of information retrieval and reducing manual processes.
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Introducing ambient agents

Langchain | By Harrison Chase

January 14, 2025

AI
  • The current way many AI apps work, forcing users into chat windows to communicate, creates unnecessary interaction overhead and limits their ability to scale themselves.
  • To overcome these limitations, a new approach called "ambient agents" has been developed.
  • These agents listen to event streams, act on important events, and interact with humans in a natural way when necessary.
  • They use three human-in-the-loop patterns: notify (informing users of important events), question (asking for clarification), and review (requesting feedback).
  • This approach mimics human communication, builds user trust, and empowers long-term memory and learning.
  • To support these agents, a platform called LangGraph has been built with features like persistence layer, human-in-the-loop support, long-term memory, and cron jobs.
  • An example of an ambient agent is an email assistant that helps users draft emails by listening to their inbox and interacting with them when necessary.
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Email format: Structure, tone, and style tips with practical examples

Proton | By Elena Constantinescu

January 7, 2025

AI
  • When writing an email, start with a friendly salutation like "Hi there" or "Hello everyone," and introduce yourself if it's your first time reaching out.
  • Then, use a courtesy opener to acknowledge recent interactions before getting into the main content.
  • Break up long emails into short paragraphs and use bullet points or numbered lists for complex information.
  • In the closing paragraph, summarize your main points, mention any follow-up actions required, and express appreciation for the recipient's time.
  • Use an appropriate sign-off like "Sincerely" or "Best regards," and include your full name and contact information in professional emails to ensure recognition.
  • Finally, format your email with a standard font, insert blank lines between paragraphs, and proofread for errors to create a visually appealing and polished message that improves readability and ensures your message is taken seriously.
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Game Off 2024 winners

Github | By Lee Reilly

January 10, 2025

  • The GitHub Game Off 2024 showcased over 500 creative game submissions themed around "secrets," featuring everything from whimsical platformers and eerie puzzle adventures to chaotic dungeon crawls and quirky minigames.
  • Standout winners included "Trail of Secrets" for its hidden paths and endings, the addictive "Untitled Dungeon Crawler," the beautifully crafted mystery game "Servivit," the magical puzzle adventure "Trial of Wasdo," and the innovative drawing-based game "Shaki Shaki Island." Honorable mentions ranged from a haunting chess twist in "I Checkmate Thee" to the hilariously bizarre competitive eating challenge in "The Secret Scoffer of Saffron Walden." Overall, this year's event celebrated creativity, humor, and complex mechanics across a diverse range of games.
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Daniel Yergin on energy and the new world order

Mckinsey

January 17, 2025

  • Daniel Yergin, a well-known expert on geopolitics and energy, explained in his latest book "The New Map" how the world has shifted politically and economically, with significant implications for nations and businesses.
  • He pointed out that Western countries have become more independent from Middle Eastern oil, which has changed the balance of power in the global energy market and given the US a degree of influence it previously lacked.
  • As energy markets evolve, Yergin noted that companies face new challenges, such as supply chain disruptions and tariffs, which can be triggered by great power competition between countries like the US and China.
  • He emphasized that businesses must adapt to this more divided and riskier world, where the stakes are high and one misstep could have serious consequences, similar to the lead-up to World War I.
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TypeScript Record Type with Examples

Refine.dev

January 6, 2025

Web
  • The Record type in TypeScript helps define types with property names and map values to specific data types, making it useful for working with API endpoints and dynamic objects.
  • It's a powerful tool that provides stricter type checking than index signatures and can be used to create lightweight alternatives to interfaces or complex type mappings, especially when dealing with objects that have simple key-value pairs.
  • By assigning explicit types for keys and values, developers can write more error-free and maintainable code, making it easier to work with dynamic data such as API responses and React components, while also reducing the need for manual key definitions in unions.
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A Detailed Guide on TypeScript Enum with Examples

Refine.dev

January 6, 2025

Web
  • In simple terms, an enum (short for enumeration) in TypeScript is a way to group related constants together using meaningful names, making code easier to read and maintain.
  • There are two types of enums: string enums, which use text values like "Red" or "Monday", and numeric enums, which use numbers like 0 or 1.
  • Enums can be initialized explicitly, and their members can have fixed (constant) or calculated (computed) values.
  • At runtime, enums become JavaScript objects that provide bi-directional mapping for numeric enums and unidirectional mapping for string enums, allowing easy conversion between enum names and their corresponding values.
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QKD and authentication: Separating facts from myths

Amazon Science

January 14, 2025

Web
Performance
Cloud
DevOps
Security
Hardware
Algorithms
  • Quantum key distribution (QKD) is a technology that uses quantum physics to securely share secret information between two parties, making it impossible for anyone to intercept or eavesdrop on their communication without being detected.
  • QKD works by using special keys that are established through an authenticated classical channel and can be used in traditional encryption methods to secure communications.
  • While some people think QKD lacks practical value because it doesn't solve the authentication problem, this is a misconception - QKD is meant to be integrated with existing security frameworks to provide additional protection against cyber threats.
  • In fact, QKD-generated keys will remain secure even when quantum computers emerge and can help prevent "record now, decrypt later" attacks that could potentially compromise traditional encryption methods.
  • Despite its potential benefits, however, there are still challenges to overcome in terms of implementing QKD systems securely, such as ensuring the integrity of authentication mechanisms during the initial setup phase and transporting keys generated by QKD devices to their intended users over non-QKD networks.
  • To fully realize the potential of QKD, it's essential for the cybersecurity community to collaborate closely with industry experts and regulatory bodies to address these challenges and establish standards for implementing and certifying QKD systems securely.
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Git security vulnerabilities announced

Github | By Taylor Blau

January 14, 2025

Coding
  • Recent Git software had vulnerabilities where attackers could deceive users into sharing their credentials by using misleading prompts or URLs with hidden characters.
  • One vulnerability (CVE-2024-52006) involved tricking credential helpers through crafted URLs to send passwords to incorrect servers, while another related issue allowed injecting unintended data into communication streams between Git and its helper programs.
  • To protect against these threats, it's advised to upgrade Git to the latest version, avoid cloning untrusted repositories with specific parameters, and steer clear of using credential helpers for private repositories.
  • Additionally, GitHub has proactively released updates for several products to mitigate exploitation risks related to these vulnerabilities.
  • These issues were identified by Ryota K.
  • and resolved with input from the broader Git security community.
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Poised for take-off: Hyperscaling the United Kingdom’s climate tech

Mckinsey

January 15, 2025

  • The United Kingdom's start-up technology ecosystem has been successful by many measures, with over three million people employed and a valuation of over $1 trillion in 2024, making it the largest in Europe.
  • However, despite this success, the UK still faces challenges in scaling up its climate technology businesses to become industry leaders.
  • This is due to several reasons including a culture of risk aversion among investors who prioritize near-term profitability over long-term growth, limited access to late-stage capital for breakout growth, and fragmented ecosystems that make it difficult for start-ups to scale.
  • To overcome these challenges, the UK can learn from successful climate technology disruptors such as Tesla and Octopus Energy by setting ambitious goals, securing captive demand early, achieving a cost advantage, building talent and capability, and actively pursuing green business building with partners.
  • By taking these steps, the UK can unlock its full potential in climate technology and become a global leader in this field.
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MatterGen: A new paradigm of materials design with generative AI

Microsoft Research | By Alyssa Hughes (2ADAPTIVE LLC dba 2A Consulting)

January 16, 2025

AI
Algorithms
  • Researchers at Microsoft have developed a new tool called MatterGen that uses artificial intelligence to discover new materials with specific properties, such as being good for batteries or solar cells.
  • This AI tool can generate thousands of new material designs much faster and more efficiently than traditional methods, which often rely on trial and error experiments.
  • By giving the AI system a set of design requirements, it can create novel materials that are stable and unique, opening up new possibilities in fields like energy storage and CO2 recycling.
  • The team has also tested MatterGen's capabilities through experimental synthesis of a new material, with promising results, and made the tool available to the public for further development and use, which could have a significant impact on various industries and our daily lives.
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London Stock Exchange Group uses Amazon Q Business to enhance post-trade client services

AWS Machine Learning | By Ben Doughton

January 7, 2025

Cloud
AI
  • Marcin and Zmnako have expertise in combining artificial intelligence (AI) with computer programming to solve problems for various industries such as e-commerce, automotive, and government services.
  • They use their knowledge of machine learning and data science to create customized solutions that bring value to customers.
  • With experience in helping big companies build strategies around AI, they understand the challenges of implementing new technologies in complex environments and can help navigate these issues.
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A Definitive guide on JavaScript every Method

Refine.dev

January 17, 2025

Web
  • The JavaScript `every` method is used to check if all elements in an array satisfy a specific condition defined by a callback function; it returns true if they do and false otherwise.
  • Interestingly, when applied to empty arrays, `every` always returns true because there are no elements that could fail the test.
  • While `every` does not directly modify the array, any changes made within the callback function can affect the original array.
  • In contrast to the `some` method, which checks if at least one element meets a condition, `every` requires all elements to pass the condition for it to return true.
  • Although `every` works with objects, you need to access their properties in the callback function to evaluate them.
  • Additionally, when using `every`, non-arrow functions are preferred over arrow functions for the callback because they allow setting a context for `this` by passing an additional argument.
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How to Write Job Descriptions That Attract Top Developer Talent

Hackerrank | By Nicole Littlejohn

January 2, 2025

Web
Cloud
AI
Backend
  • When writing a job description to attract top developer talent, start by understanding what developers care about most, such as career growth, flexibility, and technical innovation.
  • Use clear and straightforward titles that describe the role accurately, and write a concise summary of the position's purpose and impact.
  • Define responsibilities clearly but avoid overwhelming the candidate with too many tasks.
  • Consider consulting an existing skills taxonomy to pinpoint the exact qualifications needed for the role.
  • Highlight the tech stack and tools used in your company, as well as growth opportunities like upskilling programs or mentorship.
  • Be transparent about compensation and benefits, and communicate your company's values and culture.
  • Finally, optimize the job description for readability and searchability by using clear headings, keywords, and a clear call to action, making it easier for developers to identify if the role is a good fit and apply with confidence.
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How We Upgraded Our ML Infrastructure to Support Research and Experimentation

Grammarly

January 9, 2025

Cloud
AI
Hardware
Algorithms
  • A company working with large language models had trouble finding available computing resources on Amazon's platform due to rapidly growing demand, so they implemented a system where users could reserve and share large instance types in advance.
  • They also created a user-friendly tool to manage reservations and provide notifications when they expire.
  • To get users to adopt this new system, the team approached each team on a case-by-case basis, offering additional features and explaining how the new system would benefit them.
  • As a result of implementing this new system, linguists save several hours per week setting up their work, ML teams can now access resources instantly, and the company's infrastructure is more secure and easier to update.
  • The project also helped identify areas for improvement in future projects, such as involving users from the beginning and choosing ready-to-use solutions over custom components.
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Getting on board with shared autonomous mobility

Mckinsey

January 3, 2025

DevOps
Hardware
Robotics
Algorithms
  • Shared autonomous vehicles (AVs) are becoming increasingly popular in cities worldwide, but to gain widespread adoption, industry leaders need to address several issues beyond just technology.
  • They must balance affordability and profitability, making AV services more convenient and less expensive than conventional transportation options while also ensuring that businesses can profit from them.
  • By 2035, costs for shared AVs could potentially fall to $1.30 per vehicle mile traveled, driven by improvements in vehicle utilization, AV technology, and local operations.
  • Companies must also address safety concerns, improve accessibility for people with limited driving abilities, and prioritize sustainability while ensuring that their fleets capture maximum emissions benefits.
  • By focusing on these areas, stakeholders can make shared AVs a crucial component of urban mobility and help them gain scale and expand into new locations.
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The hidden traps of business building: A guide for life science CEOs

Mckinsey

January 10, 2025

AI
Backend
  • Life science companies are shifting their focus from traditional patient relationships to creating new consumer-centric businesses, but this requires a significant change in approach.
  • To succeed, these companies need to avoid common pitfalls such as relying too heavily on internal regulatory expertise, perfecting products before launch, expecting it will be easy to attract tech talent, relying on healthcare providers for sales, and not fully utilizing artificial intelligence (AI) tools.
  • By creating separate business units or spinouts, testing hypotheses frequently, adopting new recruitment processes, leveraging digital marketing strategies, and using AI to accelerate innovation, life science companies can build successful consumer-focused businesses that drive growth and long-term success.
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AbbVie’s head of genomics research on the transformative power of AI

Mckinsey

January 8, 2025

AI
  • Howard Jacob, vice president of genomics research and head of data integration at AbbVie, discusses how his company uses artificial intelligence (AI) and machine learning (ML) to advance genomic research and find better healthcare solutions.
  • He explains that AbbVie has successfully integrated its vast amount of data into a knowledge graph with over two billion edges, which is being used to identify patterns and make predictions in areas such as disease diagnosis and treatment.
  • Jacob is excited about the potential for cures to trump treatments across the healthcare system and believes that AI and ML will play a crucial role in achieving this goal.
  • He also emphasizes the need for building capabilities internally and partnering with businesses to ensure the effective use of these technologies, while also prioritizing data protection and responsible AI use.
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Hyundai Motor Group Embraces NVIDIA AI and Omniverse for Next-Gen Mobility

Nvidia | By Rishi Dhall

January 9, 2025

AI
UI/UX
Robotics
  • Hyundai Motor Group has partnered with NVIDIA to develop the next generation of safe and secure mobility using Artificial Intelligence (AI) and digital technology.
  • This partnership will bring about advanced innovations in smart mobility products such as software-defined vehicles and robots, and optimize manufacturing lines for increased efficiency and quality.
  • With NVIDIA's computing power and AI capabilities, Hyundai Motor Group can train its AI models, develop autonomous driving systems, and create simulated environments to test self-driving cars safely.
  • Additionally, the partnership will help improve production quality, streamline costs, and enhance overall manufacturing efficiencies through digital twins and robotics simulation frameworks.
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How AI Is Enhancing Surgical Safety and Education

Nvidia | By Noah Kravitz

January 15, 2025

AI
  • A non-profit organization called TheSurgical Data Science Collective (SDSC) is using artificial intelligence to analyze vast amounts of surgical video footage and make surgery safer and more accessible worldwide.
  • By studying these videos, SDSC can help close gaps in surgical training and practice, which can be particularly important for the five billion people who currently lack access to safe surgery.
  • The organization's director, Margaux Masson-Forsythe, discusses how AI can aid in surgical education and improve healthcare outcomes, and her team is working on various projects to utilize AI-driven video analysis and make surgery more accessible globally.
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5 ways to automate ServiceTitan with Zapier

Zapier | By Hannah Herman

January 16, 2025

Backend
  • In order to run a trade-based business efficiently, it's not just about carrying the right tools but also using digital tools effectively.
  • ServiceTitan is a software used by many contractors to schedule jobs, track finances, and manage their customer base.
  • By linking ServiceTitan to Zapier, another tool that automates tasks, businesses can streamline their workflow and save time.
  • With Zapier, users can connect ServiceTitan to thousands of other apps, automate repetitive tasks, and even create custom workflows using webhooks.
  • For example, Zaps can automatically add new leads and bookings to ServiceTitan, keep calendars connected, send notifications for new jobs, and even integrate with spreadsheets or email platforms.
  • By automating these tasks, businesses can focus on what matters most - providing great customer service and growing their business.
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The 6 best eCommerce website building platforms for online stores in 2025

Zapier | By Harry Guinness

January 13, 2025

Web
AI
  • When it comes to building an online store, there are many options available depending on your business size and needs.
  • Small makers and creators might find it more cost-effective to sell through marketplaces like Etsy or use platforms like Gumroad, E-junkie, or SendOwl that cater to smaller businesses, rather than using full-service eCommerce solutions like Shopify.
  • Established small businesses with high sales volumes may prefer these larger platforms for their built-in audiences and features.
  • For large enterprises, there are options like building a custom online store from scratch or using enterprise-focused platforms like Adobe Commerce, BigCommerce, or Shopify Plus that come with more advanced tools and dedicated support but require significant upfront investment.
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Build a high-performance quant research platform with Apache Iceberg

AWS Big Data | By Guy Bachar

January 9, 2025

Web
Cloud
AI
Algorithms
  • To improve data management and query performance, a group of experts at AWS analyzed the benefits of using Iceberg, a new data storage solution, versus traditional Amazon S3 Parquet access in quantitative trading research.
  • They created four different datasets with Iceberg tables and vanilla Parquet files, each with sorted and unsorted write distributions, and ran various queries to compare performance and costs.
  • The results showed that Iceberg improved query performance by up to 52%, reduced operational costs, and enhanced data management and scalability.
  • This means that quant researchers can analyze larger datasets faster, uncover valuable market insights quicker, and focus more on developing trading strategies, ultimately gaining a competitive edge in quantitative finance.
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Train 400x faster Static Embedding Models with Sentence Transformers

HuggingFace

January 15, 2025

Backend
Data Science
Blockchain
Hardware
  • This article discusses how to train static embedding models that are much faster than traditional natural language processing (NLP) models while still maintaining high quality results.
  • These static embeddings are essentially numerical representations of words or texts that can be used for various NLP tasks such as search, classification, and clustering.
  • The authors developed a new method using modern techniques like contrastive learning to train these static embedding models efficiently.
  • They released two pre-trained models, one for English retrieval and the other for multilingual similarity, which can run 100x to 400x faster on CPUs than common NLP models while still achieving at least 85% of their performance.
  • The authors also showed that reducing the dimensionality of these embeddings using a technique called Matryoshka representation learning can further improve speed without significant loss of quality, making them suitable for applications where speed is crucial such as in-browser execution or edge computing.
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A fitness agenda for government: Cultivating organizational health in the US public sector

Mckinsey

January 14, 2025

Web
DevOps
  • Government agencies face complex challenges, and measuring their success can be difficult due to conventional performance indicators only focusing on short-term results.
  • However, a new approach called organizational health considers how well leaders "run the place" and drive long-term results.
  • Research by McKinsey shows that healthy organizations see significant benefits, such as higher employee satisfaction, better mission delivery, and improved talent attraction.
  • To improve organizational health in the US public sector, government agencies can focus on five key areas: creating a clear purpose among employees, cultivating a supportive work environment, providing autonomy and ownership, developing and deploying talent, and recognizing employees with opportunities for advancement.
  • By following a structured approach to leading large-scale change, including aspirating and assessing, architecting initiatives, acting and advancing, agency leaders can create healthier organizations that better serve the public and provide a better workplace for employees.
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Dear Duolingo: Why don’t some words change over time?

Duolingo | By Cindy Blanco, Ph.D.

January 7, 2025

  • Languages change over time, but some words resist this change more than others.
  • This pattern has been known to linguists for a long time and is seen in all languages around the world.
  • The Swadesh list, created by Morris Swadesh, contains these "core" vocabulary words that are less likely to be borrowed or replaced, and their meanings stay consistent over time.
  • Examples from the Swadesh list show how similar English words are to Old English ones a thousand years ago, and how similar they are to other Germanic languages like German, Swedish, Dutch, and others.
  • Even though languages change, core vocabulary remains relatively stable due to common sound changes and small meaning variations that can be understood by knowing related words in different languages.
  • This resistance to change is not just because of language families, but rather a unique characteristic of these essential words that have been passed down through history and culture.
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Bringing digital to B2B payments

Mckinsey

January 10, 2025

AI
Algorithms
  • René Lacerte, CEO and founder of BILL, a platform for small to midsize businesses (SMBs) financial operations, spoke about how B2B payments have lagged behind consumer e-commerce despite the shift to digital due to the COVID-19 pandemic.
  • He explained that B2B payments are complex as they involve decisions such as who to pay late or collect from early, which affects cash flow management.
  • BILL's software automates these processes, saving SMBs 50% of their time and enabling clearer insights into their businesses for improved financial forecasting.
  • Lacerte discussed the company's vision to simplify B2B payments by connecting payers and receivers, finance and other departments, employees and documents, and creating connections between payments and reconciliation.
  • He also shared how BILL has innovated through acquisitions such as Divvy and Invoice2go to extend its platform and capabilities.
  • The company's goal is to provide SMBs with the tools they need to manage their cash flow effectively by automating financial processes and decision-making.
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How Kyndryl integrated ServiceNow and Amazon Q Business

AWS Machine Learning | By Asif Fouzi

January 16, 2025

Web
Cloud
AI
  • Amazon Q Business and ServiceNow are two powerful tools used by companies to manage complex information systems and provide better customer experiences.
  • Amazon Q Business is a generative AI platform that uses natural language conversations to help users find answers and solve problems.
  • To integrate Amazon Q Business with ServiceNow, you need an AWS account and a ServiceNow user with the right permissions.
  • You create knowledge base articles in ServiceNow, set up an Amazon Q Business application, and configure it to connect to your ServiceNow instance.
  • Once connected, you can ask questions in the Amazon Q Business chat interface and receive answers from your ServiceNow knowledge base.
  • You can also use Amazon Q Business to create incidents in ServiceNow directly from the chat interface.
  • With this integration, users can get help faster and more efficiently, without having to sign into ServiceNow separately.
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Improving refinery margins through value chain optimization

Mckinsey

January 16, 2025

Performance
Hardware
  • The refining industry is facing challenges due to volatile market conditions and the emergence of "pure play" portfolios with geographical overlaps.
  • To capture additional value, organizations need to optimize their entire value chain, from crude oil sourcing to product blending and marketing.
  • This process, known as Value Chain Optimization (VCO), can lead to significant savings, estimated at between $30 million and $85 million for a midsize refiner in less than six months.
  • However, many refining companies struggle to implement VCO due to difficulties adapting to changing market conditions, insufficient time spent on improving business processes, and gaps in attracting and engaging the right talent.
  • To overcome these challenges, organizations should mobilize their entire team, focus on capturing value across different areas, and break down silos between different departments.
  • By doing so, refining businesses can deliver major savings, increase efficiency throughout their full value chain, and support the recruitment, training, and retention of talent.
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ILA Evo: Meta’s journey to reimagine fiber optic in-line amplifier sites

Facebook

January 10, 2025

Hardware
Algorithms
  • The ILA Evo project aims to innovate fiber optic amplifier sites by using advanced cooling techniques and efficient power solutions, allowing buildings to operate in hotter conditions and reducing heat generation.
  • It explores alternatives to traditional diesel generators for backup power, such as hydrogen fuel cells combined with special batteries, and considers modern building materials for better efficiency.
  • The new approach also reimagines supply chains, making it easier and more cost-effective to produce and stockpile components, which can even be retrofitted into existing sites.
  • This project involves extensive consultation across global regions, with plans to demonstrate a prototype site in 2025 and share findings to guide future developments in the telecom industry.
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New AI governance solutions for trust, security, and compliance

DataRobot | By May Masoud

January 8, 2025

AI
DevOps
  • Managing AI projects can be chaotic due to multiple tools, languages, and workflows, making it hard to ensure security and compliance across predictive and generative models.
  • To address this issue, a practical AI governance framework has been developed, offering three strategies for keeping projects secure, compliant, and scalable.
  • The first strategy is centralizing oversight of AI governance and observability through customizable features like bolt-on observability, advanced vector database management, and code-first custom retraining.
  • The second strategy involves embedding compliance into every layer of generative AI with automated testing and one-click documentation solutions to ensure adherence to evolving laws and regulations.
  • Finally, the third strategy is tailoring AI monitoring for real-time diagnostics and resilience through customizable features like vector database monitoring, generative AI action tracing, and custom drift and geospatial monitoring.
  • By adopting these strategies, developers can achieve resilient and comprehensive AI governance, empowering them to innovate boldly and tackle complex challenges confidently.
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We’re giving away over $1 million to support a better internet

Proton | By Irina Marcopol

January 6, 2025

Web
AI
  • Proton's annual charity fundraiser was a huge success, raising over $1 million to support organizations fighting for privacy, freedom of expression, and human rights worldwide.
  • This brings their total contributions to over $4 million in seven years.
  • The funds will be donated to 10 vital organizations selected by the Proton community, which include groups like Free Press Unlimited, Nothing2Hide, Ada Lovelace Institute, Law for Change, and more, all of whom work towards protecting journalists, activists, and individuals from online threats.
  • Additionally, a portion of the funds will go towards setting up a Proton Innovation Fund to support people working on projects promoting online privacy, security, or freedom.
  • The fundraiser's success is a testament to the power of the Proton community coming together to build a better future for everyone, and their efforts are expected to continue into the new year.
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How we used Flask and 12-factor charms to simplify Canonical.com development

Canonical | By jdkandersson (jdkandersson)

January 9, 2025

Web
  • Canonical's website rebrand introduced Python Flask as its preferred web framework, allowing for faster and more efficient development using the 12-factor methodology.
  • To further improve operations, Canonical developed a solution called 12-factor charms, which enables developers to easily create fully integrated and observable Kubernetes environments for their applications in just a few commands.
  • This solution uses three key Canonical products: Juju (an open-source orchestration engine), charms (operator code that automates application life cycles), and rockcraft (a tool for creating secure container images).
  • With 12-factor charms, developers can create production-ready OCI images and automate every aspect of their application's life, including integration with databases, observability, and exposure using ingress, all in a few simple commands.
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From engines to algorithms: Gen AI in automotive software development

Mckinsey

January 3, 2025

AI
DevOps
Backend
Algorithms
  • As companies in the automotive and industrial sectors transform into software-enabled enterprises, they are starting to adopt Generative AI (gen AI) to improve their software development processes.
  • Gen AI can help product managers define requirements, reduce complexity, and ensure that developers create the right features for customers.
  • It can also assist in writing, translating, and documenting code, automate testing and compliance, and increase productivity by up to 40% in some use cases.
  • However, incorporating gen AI requires a strategic approach, including capability building, change management, impact measurement, and a multi-level transformation of the software development operating model.
  • To succeed, organizations must establish three foundational steps: equipping developers with necessary skills and knowledge, defining and tracking metrics to measure the impact of gen AI initiatives, and catalyzing a comprehensive transformation of their software development processes.
  • By adopting this holistic approach, companies can enhance productivity, innovation, and operational efficiency, drive growth, and maintain competitive advantage in an increasingly digital landscape.
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An Introduction to Using FastAPI

Refine.dev

January 9, 2025

  • When building a backend application using FastAPI, you define a model called "BaseModel" from Pydantic to set up your request body parameters, giving more context to the server.
  • This system also allows for sending extra information through headers and cookies by following some examples provided by FastAPI.
  • The framework provides flexibility and high performance, making it an excellent choice for API development requirements, and has a relatively easy learning curve compared to other tools like Django ORM.
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The OSM Distance Service Part 2: Fixing Roads

Swiggy | By Abhinav G

January 8, 2025

AI
Data Science
Algorithms
  • In congested urban areas, a self-supervised algorithm for identifying missing roads was developed to improve the accuracy of online maps.
  • The algorithm initially struggled with high false negatives and false positives due to GPS noise and alternate routes.
  • To overcome this, a classification model was trained using features such as emission cost, transition cost, distance between points, and route distance.
  • By weighting loss based on class frequency, the model learned to recognize missing road segments even when they were not always flagged by the algorithm.
  • A bidirectional LSTM model performed best in capturing sequential patterns and distinguishing genuine missing roads from normal variations in GPS noise, with a precision of around 65% and improved coverage four times better than the initial unsupervised algorithm.
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Ingest data from Google Analytics 4 and Google Sheets to Amazon Redshift using Amazon AppFlow

AWS Big Data | By Ritesh Sinha

January 6, 2025

Web
Database
Cloud
Security
Backend
Data Science
  • Google Analytics 4 (GA4) provides valuable insights into user behavior across websites and apps, but what if you need to combine this data with other sources or perform deeper analysis? To do this, Amazon AppFlow can be used to securely transfer data from GA4 and Google Sheets to an Amazon Redshift Serverless workgroup.
  • This process involves several steps including creating OAuth 2.0 client IDs, enabling necessary APIs in the Google Cloud Platform console, configuring connections between Google Analytics, Google Sheets, and Amazon Redshift using Amazon AppFlow, setting up tables and permissions in Amazon Redshift, and finally, creating data flows to transfer data from GA4 and Google Sheets to Amazon Redshift.
  • This integration enables organizations to unlock deeper insights and drive data-informed decisions by combining data from various sources into a single, easily accessible location.
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Unlocking peak operational performance in clinical development with artificial intelligence

Mckinsey

January 9, 2025

AI
DevOps
Algorithms
  • Clinical trials are complex, costly, and time-consuming, but new technologies like Gen AI (Genetic Artificial Intelligence) are transforming the process by making it more efficient, faster, and cost-effective.
  • By analyzing vast amounts of data and identifying top-performing sites for clinical trials, Gen AI can accelerate enrollment speeds by 10-15% or more, improve trial quality, and increase diversity among patients.
  • Additionally, Gen AI-powered "copilots" can help trial managers prioritize critical issues, automate tasks, and provide deeper analytics, freeing up time for more strategic work.
  • Furthermore, Gen AI can rapidly generate high-quality clinical study reports, saving companies millions of dollars in time and resources.
  • To achieve the full potential of Gen AI, organizations must undergo significant change management efforts, including leadership commitment, employee training, and process redesign to ensure seamless integration of these new technologies into their existing workflows.
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An Example of Choosing a Clustering Key in Snowflake

Snowflake | By Ember Crooks

January 18, 2025

  • There's a story on Medium where people are continuing the conversation by commenting and responding to it.
  • This suggests that the story has sparked interesting discussions and debates among readers who want to share their thoughts and opinions about the topic being discussed.
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Fingerprinting Codes Meet Geometry: Improved Lower Bounds for Private Query Release and Adaptive Data Analysis

Apple ML Research

January 10, 2025

Algorithms
  • Researchers have been trying to figure out how to measure and compare the efficiency of different methods for answering certain types of questions about large datasets while keeping them private.
  • They've proposed a new framework that allows them to tailor their approach to the specific structure of the data being queried, which has led to several new discoveries.
  • One key finding is that there's a point at which the amount of data needed to answer random questions accurately jumps suddenly, and they've also been able to characterize how much data is required to answer such queries under a certain level of privacy, both in terms of new upper and lower bounds and in relation to existing results.
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Why your AI investments aren’t paying off

DataRobot | By Lisa Aguilar

January 15, 2025

AI
DevOps
  • Companies are struggling to get value from their AI investments because they often lack proper infrastructure and tools to manage and monitor these systems.
  • To address this issue, a smarter AI infrastructure should be implemented that includes features such as pipelines or MLFlow registry for testing and validation, real-time monitoring with automated policies, pre-deployment testing for potential issues like bias and inaccuracies, and performance management in production to prevent project failure.
  • By understanding and addressing these gaps, businesses can confidently deliver AI solutions that meet their goals and build trust with users.
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The Unique Challenges of Open Data Projects: Lessons From Overture Maps Foundation

Linux Foundation | By Marc Prioleau

January 13, 2025

AI
Algorithms
  • The open data movement is about sharing and collaborating on data to advance innovation and collaboration.
  • However, it's different from traditional open source software projects because open data often starts as proprietary sources that need to be incentivized to contribute, and comes with complex licensing frameworks that must be managed.
  • This requires new approaches and solutions, including strategies for licensing, sustainable funding models, and quality assurance processes to ensure accurate and reliable data.
  • At Overture Maps Foundation, we're working on building a model for collaborative open data initiatives, where the best maps are shared resources built by the people who rely on them, and we invite others to join us in advancing this exciting frontier, particularly in the context of AI and machine learning that relies heavily on high-quality open data.
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TVS Supply Chain Solutions built a file transfer platform using AWS Transfer Family for AS2 for B2B collaboration

AWS Architecture | By Suresh Kanniappan

January 13, 2025

Cloud
Backend
  • TVS Supply Chain Solutions, a multinational company based in India, was looking for a reliable way to exchange Electronic Data Interchange (EDI) documents with its business-to-business customers securely and efficiently.
  • To address this requirement, they built a file transfer platform using AWS Transfer Family that supports the Applicability Statement 2 (AS2) protocol.
  • This solution enables them to securely exchange EDI documents with their customers, provide continuous notifications, and meet compliance requirements.
  • TVS SCS chose AWS because of its scalable infrastructure, ability to maintain AS2 system interoperability, and versatility for non-AS2 customers.
  • By using cloud-based services, they can focus on their core business while AWS handles the complexities of secure file transfer infrastructure.
  • This solution has helped TVS SCS address customer challenges such as meeting EDI file exchange requirements, eliminating in-house infrastructure management, and adding new customers to the file transfer platform, ultimately improving efficiency, compliance, and customer satisfaction.
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HCLTech’s AWS powered AutoWise Companion: A seamless experience for informed automotive buyer decisions with data-driven design

AWS Machine Learning | By Bhajandeep Singh

January 15, 2025

Cloud
AI
  • HCLTech, along with its partner AWS Australia, is using advanced technology to develop new ways for businesses and individuals to create content, solve problems, and make decisions.
  • They're doing this by leveraging a powerful tool called generative AI, which can help automate tasks and think creatively like humans.
  • The company has created a set of tools that are ready to use, covering areas such as customer experience, software development, and industrial processes.
  • Two experts, Moose and Jerry Li, work closely with HCLTech to provide guidance, support, and new ideas for using these technologies effectively.
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What is ChatGPT Pro—and is it worth it?

Zapier | By Harry Guinness

January 14, 2025

  • ChatGPT can be automated through Zapier, which allows you to integrate it with thousands of apps such as Google, Salesforce, and Microsoft, enabling you to write code, analyze data, and get answers from your documents within the apps you use most.
  • This automation is done using interfaces, data tables, and logic to build secure systems for business-critical workflows across your organization's technology stack.
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What is SaaS?

Mckinsey

January 17, 2025

AI
  • Software as a service (SaaS) allows companies to use cloud-based software programs over the internet instead of installing them on their own computers.
  • SaaS has grown rapidly in recent years, but its growth has slowed down due to rising interest rates and cash flow issues.
  • The industry is now transitioning to a more balanced growth phase, where companies need to focus on using capital efficiently and driving profitability.
  • The emergence of gen AI has disrupted the software industry even faster than SaaS did, with large enterprises spending around $15 billion on gen AI solutions in 2023.
  • To stay ahead, software leaders should ask fundamental questions such as whether they are moving fast enough to adopt gen AI, reimagine their software category, reallocate resources, and take proper steps forward.
  • Additionally, companies can build new SaaS businesses by innovating through rapid test-and-learn cycles, capitalizing on existing digital assets, planning for scale from day one, recruiting talent from expanded pools, tethering pricing and selling to product usage, and protecting funding.
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External innovation: Biopharma dealmaking to boost R&D productivity

Mckinsey

January 9, 2025

AI
Algorithms
  • The pharmaceutical industry has become increasingly competitive with many companies vying for externally sourced assets to expand their pipelines and innovate.
  • While relying on internal R&D innovation alone has become impossible due to the complexity of available targets and modalities, external innovation has proven to be a reliable source of pipeline expansion, diversification, and value for biopharma companies.
  • To succeed in this space, companies need to adopt strategies such as harnessing artificial intelligence to identify promising assets early, streamlining decision-making processes, partnering with their external ecosystem to maximize value, and building deep expertise in specific therapeutic areas or pathway biology.
  • By refining these external innovation strategies, operations, and capabilities, pharmaceutical companies can gain a competitive edge and deliver much-needed healthcare innovations, ultimately driving growth, profitability, and patient benefits.
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Introducing multi-backends (TRT-LLM, vLLM) support for Text Generation Inference

HuggingFace

January 16, 2025

Cloud
Backend
Hardware
  • The Text Generation Inference (TGI) team has introduced a new feature called TGI Backends to simplify and enhance the performance of large language models (LLMs).
  • This allows users to seamlessly switch between different backend solutions, such as Google's TPU, Intel's Gaudi, or various other hardware options, without having to worry about configuration or licensing issues.
  • The team is excited to collaborate with multiple companies to integrate their backends into TGI, including vLLM, llama.cpp, TensorRT-LLM, and others, making it easier for users to deploy LLMs on any hardware they choose while achieving top-tier performance and reliability.
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How to Edit a crontab

Refine.dev

January 3, 2025

Backend
  • Crontab is a tool used to schedule and automate tasks on Unix-like systems, such as running scripts every minute by specifying * for all possible minutes, hours, days of the month, months, and days of the week.
  • To set up a cron job in Docker, use an Alpine base image to keep your container lightweight and define environment variables like PATH explicitly since they don't inherit from the shell environment.
  • For troubleshooting, direct errors to a log file or use 2> to redirect them; overlapping jobs can be avoided using lockfiles or careful scheduling, ensuring reliability in managing scheduled tasks.
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Why Brazilian farmers are doubling down on productivity

Mckinsey

January 8, 2025

DevOps
Robotics
  • Brazilian farmers have been facing many challenges since 2023, including crop failures, droughts, and wildfires, which has led to them being more cautious about their profits in 2024.
  • However, instead of giving up, they're focusing on what they can control - increasing productivity within their farms by adopting sustainable practices like biostimulants and agrotech, as well as investing in new technologies to improve efficiency.
  • A recent survey found that over 60% of Brazilian farmers use these biological products and intend to spend more on them despite fluctuating input prices.
  • They're also using digital payments more, with 54% of farmers adopting this method, but are still seeking more financing and insurance options due to concerns about extreme weather events and input price volatility, showing that they're adapting to the challenges and preparing for a resilient future.
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Remote-driving services: The next disruption in mobility innovation?

Mckinsey

January 3, 2025

Security
Robotics
Algorithms
  • Remote-driving services are emerging as a way for people to access driverless cars without having to wait for fully autonomous vehicles (AVs) to become available.
  • These services allow off-site drivers to control a vehicle's braking and steering using real-time video feeds, enabling tasks like valet parking, remote chauffeuring, delivery of rental vehicles, and assisted mobility.
  • Consumers are already showing interest in these services, with about 70% of premium car owners and 55% of volume car owners willing to consider using them.
  • The market is expected to grow significantly by 2030, reaching around $12 billion in value, driven primarily by the increase in AVs.
  • While there are still regulatory hurdles to overcome, companies like OEMs, technology businesses, and fleet owners can begin investing in and developing remote-driving services now to become leaders in this new market.
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Michael Froman on the business implications of geopolitics

Mckinsey

January 10, 2025

  • The world's economy and politics are becoming increasingly interconnected, making it crucial for businesses to consider geopolitics when making decisions.
  • With rising global tensions, wars, and trade battles, companies must navigate a complex web of international relationships and risks, including supply chain dependencies on countries like China.
  • This has led to a shift from prioritizing efficiency to balancing national security and other goals, which may result in higher costs for consumers and businesses.
  • Governments are also implementing protectionist measures, such as export controls and investment restrictions, which could impact market access and trade agreements.
  • As the old economic framework is criticized and a new one emerges, companies must adapt to this changing landscape, consider diversification and resilience in their supply chains, and plan for long-term growth amidst uncertainty.
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Unlock cost-effective AI inference using Amazon Bedrock serverless capabilities with an Amazon SageMaker trained model

AWS Machine Learning | By jsaws

January 8, 2025

Cloud
AI
Security
Backend
  • Amazon Bedrock is a fully managed service that allows you to build generative AI applications with security and privacy.
  • Now, you can use your own custom-trained or fine-tuned models in Amazon Bedrock without having to manage any infrastructure.
  • To do this, you'll need an AWS account and access to Amazon SageMaker Studio, where you can train a model using pre-built machine learning solutions.
  • Once trained, you can import the model into Amazon Bedrock, which will make it accessible through a simple API.
  • This way, you can focus on developing innovative applications without worrying about complex ML infrastructure, and deliver tailored experiences to your customers while benefiting from scalability and cost-efficiency.
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BrowserStack Newsletter December 2024

Browserstack | By BrowserStack Team

January 19, 2025

  • The content highlights how a tool has significantly enhanced both testing efficiency and professional presence for individuals using it, particularly emphasizing its impact on making meetings seem more informed.
  • Dallas C., who leads Data Platform Engineering, shares his personal experience of feeling more competent in meetings due to the use of this tool, which aids in effective testing processes.
  • This positive feedback is part of a broader review available on BrowserStack, indicating that such tools can be valuable assets for improving performance and appearance in professional settings.
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Use CI/CD best practices to automate Amazon OpenSearch Service cluster management operations

AWS Big Data | By Camille BIRBES

January 7, 2025

Cloud
Backend
  • Automating OpenSearch cluster management can save time and effort by streamlining workflows and deploying updates efficiently.
  • Two main tools to achieve this are the Terraform OpenSearch provider and the Evolution library.
  • To start, you need some basic knowledge of Java, AWS CDK, Terraform, and command-line interfaces, along with specific software versions installed on your machine.
  • You can then build an automated solution using a step-by-step guide, which involves downloading code, building a Java application, creating an OpenSearch domain, and deploying the code.
  • Once set up, you can use either Terraform or Evolution to create index templates, apply configurations, and run scripts automatically.
  • These tools allow you to manage your OpenSearch cluster efficiently without manual intervention, making it easier to maintain and update your data analytics infrastructure.
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How Optimizing Memory Management with LMDB Boosted Performance on Our API Service

Pinterest | By Pinterest Engineering

January 13, 2025

Performance
Backend
Hardware
  • The Pinterest engineering team improved their API service's performance by reducing memory usage with a tool called Lightning Memory-Mapped Database (LMDB).
  • Previously, each process on their servers loaded its own configuration data into memory, causing inefficiencies.
  • By switching to LMDB, they reduced the amount of duplicated data stored, freeing up 4.5% more memory per server and allowing them to run additional processes per host without increasing latency or requiring significant code changes.
  • This optimization enabled their platform to handle more user requests efficiently, enhancing overall performance and stability while reducing the number of servers needed.
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Build AI-powered malware analysis using Amazon Bedrock with Deep Instinct

AWS Machine Learning | By Tzahi Mizrahi

January 9, 2025

Web
Cloud
AI
DevOps
Security
  • Deep Instinct is a cybersecurity company that has developed a cutting-edge solution called DIANNA to help organizations protect themselves from malware and other threats.
  • DIANNA uses artificial intelligence (AI) and machine learning to analyze files and detect potential threats in real-time, giving security teams the information they need to make informed decisions quickly.
  • Unlike traditional AI tools that rely on retrospective analysis, DIANNA can understand the intent behind malicious code and provide clear explanations of its potential impact.
  • This allows security teams to prioritize their investigations and respond more efficiently to incidents.
  • By integrating with Amazon Bedrock, a cloud-based platform for large language models, DIANNA has accelerated development and enabled innovation in the field of AI-driven cybersecurity.
  • With the rise of sophisticated threats that use AI against them, organizations need solutions like DIANNA to stay ahead and protect themselves from increasingly complex attacks.
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Streamline the path to CMMC Level 2 compliance with GitLab

Gitlab | By Joseph Longo

January 7, 2025

Security
  • The U.S.
  • Department of Defense (DoD) has developed the Cybersecurity Maturity Model Certification (CMMC) program to protect sensitive information shared with contractors and subcontractors.
  • To achieve CMMC Level 2 compliance, DoD contractors can use GitLab's platform to satisfy relevant requirements such as access control, data integrity, and vulnerability management.
  • GitLab offers features like role-based access control, audit events, and encryption to secure data in transit, while its security scanning capabilities help identify vulnerabilities and support a unified remediation process.
  • By leveraging these features, organizations can meet CMMC Level 2 requirements and ensure the protection of sensitive information shared with the DoD.
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GitLab's 2024 bug bounty year in review

Gitlab | By Ottilia Westerlund

January 6, 2025

Web
  • The GitLab Application Security team reflected on their bug bounty program for 2024, thanking researchers for their contributions to making GitLab more secure.
  • They awarded over $1 million in bounties across 275 valid reports from 457 researchers, with July being their busiest month.
  • The team recognized top researchers, including joaxcar who led with 55 valid reports, a new comer a92847865 who made a significant impact with 16 valid reports, and others for their innovative and impactful findings.
  • To show appreciation, the team sent limited edition swag to their top researchers and expressed excitement for continued collaboration in 2025, encouraging others to participate in the upcoming bug bounty program.
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How a UK clean energy brand sparks sales using Zapier and AI

Zapier | By Krystina Martinez

January 13, 2025

AI
  • egg is a company that helps people switch to renewable energy by offering clean energy solutions such as solar panels and electric vehicle chargers across the UK.
  • Their sales team was spending hours researching each prospect but after discovering Zapier Agents, they were able to create an AI assistant that could find live information on prospects and competitors, saving them three hours per prospect.
  • This AI assistant, known as a "personal sales research assistant", uses large language models (LLMs) to search the internet for relevant data and provide it in a formatted table, allowing egg's sales team to make informed decisions quickly.
  • The company was able to scale its outreach efforts by automating email writing with ChatGPT while still having a human review step, resulting in significant time savings and higher-quality lead data without spending extra on contractors.
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Leading through change: Preparing for government transition

Mckinsey

January 14, 2025

  • The presidential transition in January 2025 will bring big changes to the federal government with over 4,000 leadership positions turning over, which could affect many important services such as disaster recovery and help for veterans.
  • Despite this potential disruption, leaders can take a proactive approach to make the most of this change and improve their agency's mission, setting them up for long-lasting success.
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Dependency and depopulation? Confronting the consequences of a new demographic reality

Mckinsey

January 15, 2025

Web
AI
Data Science
Robotics
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Evaluate large language models for your machine translation tasks on AWS

AWS Machine Learning | By Narcisse Zekpa

January 7, 2025

Web
Cloud
AI
Backend
  • Large language models (LLMs) have shown great potential in machine translation tasks by learning from context and cultural cues to produce more natural-sounding translations.
  • However, they still have some limitations, such as inconsistent quality over certain language pairs and a risk of "hallucination," where the model produces incorrect information.
  • To improve their performance, LLMs can be integrated with translation memory (TM) data, which stores previously translated text segments to aid in translation efficiency and consistency.
  • A new solution, called the LLM translation playground, allows users to experiment with real-time machine translation using foundation models available in Amazon Bedrock, and it includes features such as prompt engineering and TM integration to improve translation quality and consistency.
  • This solution can help customers determine if LLMs are a viable option for their content translation and localization workloads, and it provides valuable insights into the potential benefits of using LLMs for machine translation tasks.
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Collaborating across W3C and Ecma for web-interoperable server runtimes through WinterTC

W3C | By Luca Casonato (Deno, WinterCG co-chair, Ecma TC55 co-chair), Mike Smith (W3C staff, liaison to Ecma), Daniel Ehrenberg (Bloomberg, Ecma President)

January 10, 2025

Web
  • A group called WinterCG, which worked on making web technologies work together seamlessly across different devices and platforms, has achieved a significant milestone by partnering with Ecma, a global organization that sets standards for computer languages.
  • This partnership will help create a unified platform where JavaScript and other web technologies can be used consistently across both servers and clients, such as browsers.
  • The W3C (World Wide Web Consortium) Community Group program was instrumental in facilitating this collaboration, allowing WinterCG to make rapid progress on their project.
  • Now that Ecma has officially recognized the importance of this work, they are looking forward to continuing their efforts with the W3C and other organizations, like Deno and Igalia, to create a more cohesive and efficient web ecosystem.
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How to Simplify Python Library RPM Packaging with Mock and Podman

freeCodeCamp | By Jose Vicente Nunez

January 15, 2025

Backend
Coding
  • When working with Python libraries and applications, using virtual environments can be convenient but sometimes it's necessary to install packages system-wide, especially when working on system administration tools or building RPMs for Linux distributions.
  • In such cases, a tool called Mock comes in handy as it creates a safe environment where you can build and package your Python library without affecting the actual system.
  • Mock works by creating a chroot environment that isolates your work from the rest of the system, making it safer to use with unknown or potentially malicious RPMs.
  • By running Mock inside a container like Podman, you get even more isolation and protection for your system.
  • With Mock, you can build RPMs for different Linux distributions and versions, create dependencies chains, and package new versions of software, all while keeping your system safe from potential risks.
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What the Digital Operational Resilience Act means for banks

Gitlab | By Joshua Carroll

January 15, 2025

DevOps
Security
  • GitLab helps financial institutions meet new EU regulations by providing tools to ensure their security and resilience.
  • It does this through automated tests to detect vulnerabilities in code, incident management features for reporting and tracking issues, and real-time alerts when problems arise.
  • Additionally, it has third-party risk management features that allow organizations to work with external providers while maintaining control over security standards.
  • This helps financial institutions streamline compliance efforts, reduce risks, and stay ahead of evolving regulatory requirements by providing a solid foundation for governance, cybersecurity, and resilience frameworks.
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Automate topic provisioning and configuration using Terraform with Amazon MSK

AWS Big Data | By Vijay Kardile

January 16, 2025

Cloud
Security
  • The article guides beginners through using Terraform to automate and manage Amazon Managed Streaming for Apache Kafka (MSK) topic configurations efficiently.
  • It begins by explaining that Terraform requires plugins, which are installed automatically during initialization, and emphasizes the need for AWS account access with appropriate permissions.
  • After ensuring these prerequisites, the process involves installing Terraform on a client machine via SSH into an Amazon EC2 instance, followed by verifying installation success through specific commands.
  • The article then provides steps to provision an MSK topic using Terraform by creating and modifying a configuration file (`main.tf`)—including setting parameters like bootstrap servers, AWS region, and topic replication factors—and concludes with the benefits of this approach, such as streamlined processes, scalability, and centralized management.
  • The author, Vijay Kardile, is introduced as an experienced technical account manager specializing in analytics services on AWS.
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The OSM Distance Service Part 1: Evaluation Metrics and Routing Configurations

Swiggy | By Abhinav G

January 8, 2025

Backend
  • The authors developed a system to evaluate the accuracy of route distances on OpenStreetMap (OSM) and compare different routing configurations.
  • They used two metrics, coverage and delta coverage, to identify changes in route patterns over time.
  • To handle the large scale of data, they implemented geospatial indexing using H3 cells with resolution 13.
  • They compared various routing configurations, including motorcycle shortest, fastest, and short-fastest routes, with a third-party four-wheeler distance metric.
  • The results showed that the short-fastest route configuration was the most accurate among the tested options, as confirmed by the Mean Absolute Error (MAE) and OSM-APLS metrics.
  • This study is part of a larger effort to improve the accuracy of OSM distance measurements and routing efficiency, which will be continued in the next part of this blog series.
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Boost processing performance by combining AI models

Microsoft Azure | By Olivia Shone

January 8, 2025

Performance
Database
Cloud
AI
Backend
Data Science
  • Combining multiple AI models into one application enhances performance and cost-effectiveness by leveraging their strengths for complex tasks.
  • For instance, you can use specific models for tasks like language understanding or image recognition, working together to improve accuracy and efficiency.
  • Microsoft offers a vast catalog of over 1,800 models through services like Azure OpenAI Service, allowing organizations to customize these tools for particular needs.
  • This multi-model approach is applied in scenarios such as routing queries to the most suitable model based on data type or expertise, using both online and offline models for local processing and broader access, and integrating task-specific small models with larger ones to optimize costs.
  • Such strategies help companies like Sage and Capacity streamline operations, enhance decision-making capabilities, and ensure reliable AI performance in diverse industries by combining these technologies effectively.
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Privacy-Computation Trade-offs in Private Repetition and Metaselection

Apple ML Research

January 9, 2025

Algorithms
  • Private Repetition algorithms are designed to improve the reliability of differentially private algorithms by increasing their success rate from constant probability to high probability.
  • These algorithms relate closely to techniques that select the best from multiple privacy-preserving options or optimize settings for learning algorithms without compromising data privacy.
  • However, existing methods tend to either require significant privacy cost or computational resources.
  • Research has demonstrated that reducing privacy costs while maintaining low failure rates demands substantial computational effort—far more than what's needed in non-private contexts.
  • Despite these challenges, new combinations of metaselection strategies have been developed, offering trade-offs between computation and privacy that closely align with theoretical lower limits on performance.
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Documenting and explaining legacy code with GitHub Copilot: Tips and examples

Github | By Christopher Harrison

January 15, 2025

Backend
Coding
  • Working with legacy code can be challenging due to its complexity and lack of documentation.
  • However, tools like GitHub Copilot can make this process easier by providing explanations for unclear logic, translating older languages or syntaxes into more modern equivalents, and suggesting improvements for cleaner and more maintainable code.
  • By using GitHub Copilot's natural language processing capabilities, developers can work with the tool to document complex logic, explain obscure functions, and even suggest improvements.
  • This not only helps in understanding the existing code but also sets it up for long-term success by making it easier to maintain and modernize over time.
  • With GitHub Copilot's free version available in every personal GitHub account and VS Code, developers can start using these powerful features to transform old, unclear code into well-documented, maintainable resources that reduce the risk of errors, accelerate development, and make systems easier to maintain and modernize.
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How to add new videos to YouTube from Google Drive

Zapier | By Khamosh Pathak

January 15, 2025

  • To automatically upload videos from Google Drive to YouTube without sacrificing organization for speed, you can use Zapier's workflow automation software.
  • First, create a free account with Zapier and set up your trigger step by connecting Google Drive to select the folder where you store your YouTube videos.
  • Next, customize the action step by connecting your YouTube account and mapping the video title, description, and settings from Google Drive to YouTube.
  • You can also choose to make the video live immediately or schedule it for later, add tags, and notify subscribers.
  • Once set up, test both steps and save your Zap, which will automatically upload new videos to YouTube whenever you add a file to the selected folder in Google Drive.
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Indian farmers’ optimism is driving interest in new products

Mckinsey

January 15, 2025

  • Indian farmers are optimistic about their future prospects, with three-quarters of them expecting higher profits over the next two years due to improved yields and crop prices.
  • They're adopting new products and services such as digital payments, formal credit, insurance, and biologicals to enhance yields and profitability.
  • Farmers have increased their use of digital payments from 11% in 2022 to over 40% now, and are also using more formal credit channels.
  • The adoption of biologicals has risen significantly, with farmers citing lower costs and better efficacy as reasons for choosing these products.
  • To tap into the potential of Indian farmers, businesses need to create an ecosystem that is responsive to their needs by promoting easy access to financing and insurance options, partnering with them to try new products and technologies, and providing data-driven education on sustainable practices.
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AI Gets Real for Retailers: 9 Out of 10 Retailers Now Adopting or Piloting AI, Latest NVIDIA Survey Finds

Nvidia | By Cynthia Countouris

January 10, 2025

AI
  • Artificial intelligence (AI) is revolutionizing the way retailers and consumer packaged goods (CPG) companies do business.
  • According to a recent survey by NVIDIA, nearly 90% of industry professionals are either already using AI or assessing its potential, with most reporting positive impacts on revenue and operational costs.
  • Companies are harnessing AI for various use cases such as content generation in marketing, predictive analytics, personalized advertising, and inventory management.
  • Retailers see generative AI as a strategic technology that will help them differentiate themselves in the market, and 93% plan to increase investment in AI next year.
  • Additionally, AI is being used to improve supply chain efficiency, reduce costs, and meet shifting customer expectations, with 82% of companies planning to increase spending on AI for supply chain management.
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Visual Studio App Center Retirement: Why Sentry is Your Next Step

Sentry

January 2, 2025

  • A popular tool called App Center will soon be retired, which means app developers need to find a new way to manage and maintain their apps.
  • A solution called Sentry offers easy setup and powerful tools that can help with this transition.
  • Its features, such as Session Replay for Mobile, provide detailed information about how users interact with the app, allowing developers to identify and fix issues quickly.
  • By making this switch now, developers can give their users a better experience and ensure the long-term success of their apps.
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Radar Trends to Watch: January 2025

Oreilly | By Mike Loukides

January 7, 2025

Web
Mobile
Database
AI
Security
Backend
Algorithms
  • Recently, there have been numerous advancements and releases in artificial intelligence (AI) technology.
  • Various companies such as Google, OpenAI, and Anthropic have released new models and features, including Gemini 2.0 Flash Thinking, a multimodal model that supports streaming for both input and output, and Astra, an AI agent for smartphones.
  • Additionally, Stripe has announced an agent toolkit to build payments into agentic workflows, and GitHub has offered free access to GitHub Copilot for all current and new users.
  • The use of AI in various industries such as healthcare and finance continues to grow, with the release of tools like JSON5, a variant of JSON designed for human readability, and AutoFlow, an open-source tool for creating knowledge graphs.
  • However, concerns about bias in AI models and the potential for them to "scheming" against their users' interests have also been raised.
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How we built the GitHub Skyline CLI extension using GitHub

Github | By Chris Reddington

January 15, 2025

Coding
  • The article explains how developers used GitHub Actions to automate their software development process by setting up workflows for building code and running tests (using `build.yml`) as well as checking for coding errors (`linter.yml`) with a tool called super-linter.
  • These automated checks ensure that any changes made through pull requests are of high quality before they can be merged into the main branch.
  • Additionally, GitHub Actions facilitate various tasks beyond continuous integration, like responding to events such as issue comments or manual triggers.
  • For releasing software across different platforms (Windows, macOS, Linux), the GitHub CLI team used a command (`gh extension create`) that prepares the necessary files and builds binaries for each platform automatically.
  • The article highlights this process in the context of developing the "GitHub Skyline" CLI extension, which visualizes contributions in 3D, showcasing how these automated tools can streamline software development and release processes.
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5 must-have templates for your team

Notion | By Drew Evans

January 9, 2025

  • Getting organized for the new year can be overwhelming, but templates can help make planning and managing work easier.
  • Notion offers various pre-made templates, such as an Objectives & Key Results (OKR) tracker to keep everyone aligned with shared goals, a Projects & Tasks template to manage tasks of any size, a Product roadmap to connect daily execution with strategic direction, a Social Media Calendar to plan content across platforms, and a Content calendar to streamline content creation.
  • These templates can be customized to fit your team's needs, providing instant visual feedback on progress and helping you identify areas that need improvement.
  • By using these templates, you can skip the tedious setup process and focus on actually doing the work, making it easier to achieve your goals and have a more organized new year.
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Introducing smolagents: simple agents that write actions in code.

HuggingFace

December 31, 2024

AI
Backend
  • smolagents is a simple library that makes it easy to create and use artificial intelligence (AI) agents, which are programs that use large language models (LLMs) to make decisions and interact with the outside world.
  • These agents can be used for tasks such as searching for information online or solving complex problems by combining multiple steps of action.
  • The library is designed to be user-friendly and flexible, allowing developers to create custom tools and integrate them into their agents easily.
  • It also supports a wide range of LLMs, including open-source models that can be used without requiring any special access or permissions.
  • Overall, smolagents aims to make it easier for people to build and use AI agents in various applications, from simple text processing to complex decision-making systems.
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On the Modeling Capabilities of Large Language Models for Sequential Decision Making

Apple ML Research

January 18, 2025

  • Researchers are exploring how large pre-trained language models can be used to help make decisions in complex situations, such as games or robotic tasks.
  • These models have shown great potential in understanding and predicting rewards for different actions, which is a crucial part of decision-making.
  • By using these models in conjunction with artificial intelligence feedback, they were able to improve their performance by better assigning credit and exploring different options.
  • Additionally, fine-tuning the models with synthetic data can further enhance their ability to make decisions, especially when dealing with unfamiliar situations, making them more useful for sequential decision-making tasks.
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Navigating the new geopolitical uncertainty

Mckinsey

January 16, 2025

DevOps
Robotics
  • In today's changing world order, business leaders are facing new challenges such as regional conflicts, rising instability, and shifting trade relationships.
  • To navigate this evolving landscape, leaders need to understand geopolitics, which encompasses competing strategic priorities of nations, industrial and trade policies, and security measures.
  • While there are risks associated with these changes, they also present new opportunities for businesses to grow and expand into emerging markets.
  • Companies should build their "geopolitical muscle" by quantifying scenarios, forecasting opportunities and risks, and diversifying their operations.
  • They should also rethink their approach to talent management, considering factors such as labor laws, immigration patterns, and visa restrictions when creating a global workforce.
  • Moreover, businesses need to develop a corporate strategy that includes rigorous scenario planning, crisis management, and the ability to adapt to changing circumstances.
  • Leaders in different sectors, such as financial institutions and tech companies, should also be aware of specific challenges and opportunities arising from geopolitical shifts, including changes in trade policies, tariffs, and digital asset regulations.
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Getting fit for growth: The leadership mindsets and behaviors that matter

Mckinsey

January 13, 2025

Web
AI
DevOps
Robotics
  • A successful company's growth requires more than just ambition and business savvy; it demands a holistic approach with courage and resilience at its core.
  • To achieve long-term growth, leaders need to prioritize five critical mindsets, including investing in growth even in turbulent times, being bold and taking risks to drive innovation, listening to customers for real, rallying a dream team with the right talent, and executing with excellence by harnessing technology and assigning accountability.
  • By focusing on these areas, leaders can unlock sustained growth and outperform their peers, ultimately creating value and driving significant returns on investment.
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Fantastic Four-ce Awakens: Season One of ‘Marvel Rivals’ Joins GeForce NOW

Nvidia | By GeForce NOW Community

January 16, 2025

Performance
Hardware
  • GeForce NOW has just opened up a new way to play games from the Marvel universe and beyond, with expanded support for virtual reality (VR) headsets like Apple Vision Pro and Meta Quest.
  • This update brings a range of exciting features, including new games like SMITE 2 and Marvel Rivals, which lets you assemble a team of superheroes and villains in a dynamic battle arena.
  • With GeForce NOW, you can play these games on any device, from an old laptop to a VR headset, without the need for expensive hardware upgrades.
  • The service is also adding support for new devices, including the Pico 4 Ultra, and giving members access to hundreds of games, including popular titles like Dragon Age.
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AI Agents Are Here. What Now?

HuggingFace

January 13, 2025

Web
AI
Robotics
Algorithms
  • AI agents are computer systems that can take actions on their own without human input to achieve specific goals.
  • They use large language models (LLMs) and machine learning to make decisions and interact with users, often in a personalized way.
  • AI agents have several benefits, such as assisting users with tasks, providing consistency, and helping to address issues like climate change.
  • However, they also pose risks, including potential job loss, biases in decision-making, and the spread of misinformation.
  • The development of AI agents raises important ethical questions about their impact on society, including concerns around safety, security, privacy, and trust.
  • As researchers and developers continue to work with AI agents, it's essential to design rigorous evaluation protocols, track their effects on individuals and organizations, and ensure transparency in how they interact with users.
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Introducing Eclipsa Audio: immersive audio for everyone

Google Open Source | By Open Source Programs Office (noreply@blogger.com)

January 15, 2025

Web
Mobile
  • Imagine being able to hear sounds all around you, not just from left and right speakers - this is what spatial audio technology brings.
  • It's been around for over 50 years, but now Google and Samsung are releasing Eclipsa Audio, an open-source format that allows anyone to create immersive audio experiences.
  • With Eclipsa Audio, creators can use free tools to make spatial audio files and upload them to YouTube, while consumers can experience it on a variety of devices including Samsung's 2025 TV lineup.
  • The technology is expected to become more widespread, with support for playback in the Google Chrome browser, TVs and soundbars from multiple manufacturers, and even Android devices, making it easier than ever to enjoy immersive audio experiences.
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New Year’s resolutions for tech in 2025

Mckinsey

January 6, 2025

AI
  • 2024 was a challenging year for technology with concerns over AI and big outages affecting travelers and shoppers.
  • Despite these issues, significant changes are expected in 2025 due to geopolitical shifts, economic changes, and massive investments in artificial intelligence (AI).
  • To help tech leaders navigate these changes, various experts have shared their thoughts on key priorities such as putting humanity back into AI development, making businesses more resilient, and leveraging generative AI effectively.
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React Slick Examples - Creating a carousel

Refine.dev

January 2, 2025

Web
Backend
  • When working with React Slick, there are several common mistakes to avoid such as forgetting CSS files which will make your carousel look ugly, adding too many items that can slow it down on mobile devices, misconfiguring breakpoints which can result in a weird-looking carousel on different devices.
  • To keep your carousel running smoothly you should use lazy loading and optimize images by compressing them or using responsive image sizes for different screen widths.
  • Additionally, limit slide animations to avoid slowing it down on older devices and try to minimize unnecessary re-renders that can happen when props or state change unnecessarily.
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Boosting team innovation, productivity, and knowledge sharing with Amazon Q Business – Web experience

AWS Machine Learning | By Rueben Jimenez

January 13, 2025

Web
Cloud
AI
DevOps
Backend
  • Amazon Q Business is a web-based tool that helps teams and businesses work more efficiently by providing access to information, step-by-step instructions, troubleshooting, and prescriptive guidance on cloud-centered infrastructure and well-architected applications.
  • It uses generative AI technology to answer questions, provide summaries, generate content, and complete tasks using the data found in an organization's systems.
  • Users can interact with Amazon Q Business through a web browser or by integrating it with their existing tools and services, such as Slack, Confluence, and wikis.
  • This allows teams to access information quickly and easily, without having to sift through large amounts of data, making it ideal for businesses that want to optimize their operations and improve productivity.
  • With Amazon Q Business, users can ask questions, upload documents, and receive tailored recommendations based on their role or function, helping them to make better decisions and work more effectively.
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Snowflake Cortex and Amazon Bedrock Agents for Seamless AI Solutions

Snowflake | By Matt Marzillo

January 19, 2025

  • It seems there's no specific content provided about & Data Science on Medium.
  • However, based on general information, here's a possible explanation: Articles or stories related to data science and Machine learning are being shared on Medium, where people can read them and continue the conversation by highlighting key points and responding with their own thoughts and opinions, allowing for an exchange of ideas and discussion around these topics.
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Using Buddy Allocators to Reduce Inter-Page Fragmentation in ZGC

Java | By ["CasperNorrbin"]

January 8, 2025

  • The author of this post recently completed their master's thesis, which focused on improving memory allocation for ZGC, a garbage collector used in Oracle's Java Virtual Machine.
  • The current allocation method causes memory fragmentation over time, making it difficult to reuse memory efficiently.
  • To address this issue, the author explored combining ZGC with a secondary allocator called a buddy allocator, which can reuse gaps of unused memory without resetting the page.
  • Three variations of buddy allocators were evaluated: Binary Buddy Allocator, Binary Tree Buddy Allocator, and Inverse Buddy Allocator.
  • The results showed that while these allocators performed well in terms of allocation speed and memory overhead, they had limitations due to their structural inefficiency, which led to unavoidable memory waste and increased fragmentation.
  • Despite this, the author's research demonstrated that integrating an allocator with ZGC is feasible and has potential benefits, such as reducing fragmentation and enabling memory reuse.
  • Future work could focus on refining the allocator and developing hybrid approaches to offset its weaknesses.
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Why World Foundation Models Will Be Key to Advancing Physical AI

Nvidia | By Noah Kravitz

January 7, 2025

AI
  • AI systems are becoming more important to accurately predict and simulate real-world environments, especially for robots and self-driving cars that must interact safely with the physical world.
  • NVIDIA's Ming-Yu Liu explains that "world foundation models" (WFMs) can help by generating detailed videos from text or image input data and predicting how a scene evolves.
  • WFMs are powerful neural networks that can simulate different environments, making it easier to train and test AI systems without the risks and costs of real-world trials.
  • NVIDIA has developed an open platform called "NVIDIA Cosmos" that provides access to these models, allowing developers to build large-scale models for various industries such as self-driving cars and robotics, which are expected to benefit greatly from WFM development.
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Raising the bar: Why differential privacy is at the core of Anonym’s approach

Mozilla | By David Durfee, James Honaker and Rong Xia

January 16, 2025

  • Anonym, a technology company, uses something called differential privacy to keep people's data safe and secure.
  • Differential privacy is a way of protecting sensitive information by making sure that even if one person's data is shared, it can't be linked back to them.
  • Anonym integrates this protection into all their systems, which helps maintain confidentiality and effectiveness in their data solutions.
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Session Replay for Mobile is now Generally Available: See What Your Users See

Sentry

January 14, 2025

Web
Coding
  • Sentry has made its Session Replay for Mobile feature generally available, allowing developers to record and replay user sessions on their mobile apps.
  • This means they can see exactly what users were doing when errors occurred, making it easier to debug complex issues without having to guess or rely on user feedback.
  • With Session Replay, developers can understand the current state of their app, pinpoint specific UI flows causing problems, and even see user actions that led to backend endpoint errors.
  • By analyzing recorded sessions, they can identify and fix mobile device-specific issues like network connectivity problems, and improve overall app performance and user experience.
  • To get started, developers need to sign up for Sentry, install the SDK, enable Session Replay in their project settings, and start watching replays in the Sentry dashboard.
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LLM alignment for Safety

Reddit | By /u/SussexPondPudding

January 13, 2025

Performance
AI
Backend
Data Science
  • Reddit's safety team wanted to use artificial intelligence (AI) to automatically review posts and comments for violating their rules, so they decided to train a large language model (LLM) to do this job.
  • They started by experimenting with different types of prompts that would encourage the model to correctly identify rule-breaking content, but these early attempts didn't quite work as planned.
  • To improve the model's performance, they tried fine-tuning it using a technique called supervised fine-tuning, which involved giving it examples of correct and incorrect answers to help it learn what was expected of it.
  • This made a big difference, and the team also experimented with another technique called direct preference optimization, which allowed them to teach the model to prefer certain types of answers over others.
  • By combining these techniques, they were able to create an AI that could accurately identify rule-breaking content and provide reasons for its decisions, ultimately allowing Reddit to scale their policy enforcement work more efficiently while maintaining a high level of safety and accuracy.
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Innovating in line with the European Union’s AI Act

Microsoft Azure | By Natasha Crampton

January 15, 2025

Cloud
AI
DevOps
  • Microsoft is actively preparing to help its customers innovate with artificial intelligence (AI) while ensuring compliance with the European Union's AI Act, which comes into effect in 2025.
  • The company is aligning its products and services with this comprehensive digital regulation by building governance frameworks, conducting risk assessments, and updating policies and contracts.
  • Microsoft works closely with policymakers to support effective implementation practices and collaborates on standards for high-risk AI systems.
  • They provide tools and resources to help customers comply with the law, emphasizing shared responsibility across the AI supply chain.
  • By engaging in regulatory processes and supporting transparency, Microsoft aims to foster trustworthy AI innovation globally while adhering to new legal requirements.
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Google Cloud integrations for secure Cloud Run deployments at GitLab

Gitlab | By Regnard Raquedan

January 15, 2025

Web
Cloud
DevOps
  • To deploy a containerized application to Google Cloud using GitLab, you first need to set up some variables in your project's configuration file called `.gitlab-ci.yaml`.
  • This file tells GitLab how to build and upload your container image.
  • You'll also need to add some code that logs into Docker Hub, builds the container image, and pushes it to Google Cloud's Artifact Registry.
  • Once this is done, you can use another part of the YAML file to deploy the application to Google Cloud's serverless runtime called Cloud Run.
  • To do this, you just replace a few placeholders with your own project ID and region in the code, commit the changes, and push them to GitLab's main branch.
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How we test gRPC services at CRED

CRED | By Gaurav Singh

January 10, 2025

DevOps
Backend
  • The author from CRED Engineering explains how they test their gRPC services, which are used for communication between different parts of a system.
  • They use various methods such as load testing to check if the system can handle a large number of users and network bandwidth, caching to improve performance, logging and tracing to identify bugs, and unit testing to ensure each part works correctly.
  • The author emphasizes that testing gRPC services requires significant effort but is crucial for shipping their backend with confidence.
  • They also invite others who test gRPC services at their company to share their practices and learn from them.
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Leading Hitachi: Transforming tradition

Mckinsey

January 13, 2025

  • Toshiaki Higashihara, executive chairman of Hitachi, shared his insights on leading a company to success.
  • When he first became CEO in 2016, he found that Hitachi's culture was rigid and focused on avoiding criticism rather than speaking up, which led to "big company disease" or bureaucracy.
  • To address this, Higashihara dismantled the internal company structure, breaking it down into smaller units and creating a digital platform called Lumada.
  • He also revamped the governance structure by increasing the number of outside directors, allowing for more objectivity and decisive actions.
  • Through strategic changes such as acquiring GlobalLogic, a digital product engineering company, Higashihara has helped Hitachi grow its capabilities in areas like digital talent and cloud technology.
  • He has also focused on building a pipeline of future leaders through off-the-job training programs and emphasizing the importance of teamwork skills based on empathy.
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4 ways to automate your bookmark manager

Zapier | By Michael Toth

January 17, 2025

Algorithms
  • Bookmark managers are helpful tools for saving valuable content, but they can become overwhelming if not organized.
  • With Zapier's automated workflows called Zaps, you can simplify your bookmark management by automatically syncing bookmarks between apps, converting them into tasks, and generating curated RSS feeds for your audience.
  • You can set up pre-made workflows in just a few minutes to save time and effort, making it easier to find, act on, and share the content that matters most.
  • By automating tasks like adding RSS feed items, managing bookmarks across multiple apps, turning bookmarks into tasks or RSS feeds, you can keep your saved content organized, accessible, and actionable, and even create shareable lists of recommendations for others.
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How Aon Reinsurance Solutions is Leveraging Databricks Delta Sharing to Help Make Better Decisions

Databricks

January 7, 2025

  • Aon plc is a big global company that helps people and businesses manage risks and solve problems related to insurance, retirement plans, and health care.
  • They use data to make informed decisions and have operations in over 120 countries around the world.
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Beyond normal: A year in review from McKinsey Talks Operations

Mckinsey

January 3, 2025

Performance
AI
Backend
  • As operations leaders face ongoing challenges, four recurring themes have emerged from discussions with McKinsey experts and industry guests - building resilient operations ecosystems, decarbonizing operations, winning with talent, and tech-enabling operations with digital and generative AI.
  • With rapid development of use cases, particularly in customer care, agentic AI is expected to continue making a significant impact, allowing organizations to understand complex customer calls and resolve issues more effectively.
  • Meanwhile, labor availability has been a challenge throughout the past year, and companies are working hard to mitigate it by building resilience through talent and workforce planning.
  • Additionally, sustainability remains a top priority as companies focus on decarbonizing their operations, with innovative approaches such as the circular economy being explored to reduce carbon footprints while generating profit.
  • Ultimately, next-generation operational excellence is within reach for organizations that prioritize these themes and are willing to adapt and innovate in response to changing circumstances.
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GeForce NOW at CES: Bring PC RTX Gaming Everywhere With the Power of GeForce NOW

Nvidia | By GeForce NOW Community

January 9, 2025

Hardware
  • NVIDIA has announced some exciting updates for its cloud gaming platform, GeForce NOW, at the CES trade show.
  • Now, gamers in India will be able to access their PC gaming library with high-quality graphics on various devices such as Steam Deck and spatial computers like Apple Vision Pro.
  • The platform is also expanding to Meta Quest 3 and 3S, and Pico virtual- and mixed-reality devices.
  • GeForce NOW members will soon be able to play over 2,100 titles at the quality of a top-of-the-line GPU without needing one themselves.
  • New games are being added to the cloud library every week, including popular titles like "Avowed" and "DOOM: The Dark Ages", which are highly anticipated releases.
  • Additionally, NVIDIA is launching its first GeForce RTX-powered data center in India this year, making gaming more accessible worldwide.
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Automate monitoring for your installed Native Apps

Snowflake | By Enrique Fueyo

January 19, 2025

  • There's a conversation going on about Data Science and related topics on Medium, where people are sharing and responding to stories about it.
  • This online platform allows individuals with different levels of expertise in data science to come together, share their experiences, and discuss various aspects of the field.
  • By highlighting and commenting on each other's work, they're continuing a dialogue that helps to advance knowledge and understanding of Data Science among both beginners and professionals alike.
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Google Ads vs. Facebook ads: Which is best for your business? [2025]

Zapier | By Allisa Boulette

January 13, 2025

  • To create a full-funnel experience for your customers, you should have four stages of advertising: Discovery, Consideration, Purchase, and Engagement/Retention.
  • In the Discovery stage, use Google and Facebook ads to introduce your brand to new customers and get them interested in what you offer.
  • Next, in the Consideration stage, target people who are actively evaluating options by showing them multiple ads, testimonials, and user-generated content to build trust and grow intent.
  • Once they're considering a purchase, go for the jugular with retargeting ads offering incentives like free trials or discount codes.
  • Finally, after a sale is made, focus on increasing customer lifetime value (LTV) by targeting existing customers with cross-selling related products, automated campaigns that remind them to reorder, and custom audiences.
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How Wix’s AI Site-Chat Redefines Chatbots with Adaptive Feedback and Dynamic Knowledge

Wix Engineering

January 5, 2025

  • A team of engineers created a system that helps chatbots learn and improve over time by using user feedback to update their knowledge base and prompts.
  • This allows the chatbot to provide more accurate and context-aware responses, unlike traditional systems that can become outdated or stuck on old information.
  • The system is called DDKI-RAG, which stands for Dynamic Domain Knowledge and Instruction Retrieval-Augmented Generation, and it enables real-time learning and adaptability in chatbots.
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Now See This: NVIDIA Launches Blueprint for AI Agents That Can Analyze Video

Nvidia | By Adam Scraba

January 7, 2025

AI
  • There are over 1.5 billion industrial cameras worldwide generating 7 trillion hours of video each year, but most of this footage goes unanalyzed by humans.
  • This leads to trillions of dollars in losses due to product defects and operational incidents that could have been spotted earlier with the help of AI agents.
  • NVIDIA has announced a new version of its AI Blueprint for video search and summarization, which allows developers to build AI agents that can analyze large amounts of video content and make recommendations or take action.
  • These agents can be used in various industries such as manufacturing, sports, entertainment, and more, helping to increase productivity, improve safety, prevent accidents, and enhance performance.
  • By applying this technology, businesses and organizations can become more efficient and effective, while also benefiting from the insights and analysis provided by these AI video analysts.
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DSplats: 3D Generation by Denoising Splats-Based Multiview Diffusion Models

Apple ML Research

January 18, 2025

  • Researchers are working on developing computers that can create highly realistic 3D objects and scenes from just one or two images.
  • They've found that existing methods have some limitations - they either produce high-quality but limited objects or consistent but less detailed results.
  • To fix this, a new approach called DSplats was developed, which combines the strengths of different techniques to generate diverse, photorealistic 3D assets with precise geometry and details.
  • This method uses a pre-trained model that's been taught on a large dataset of images to predict 3D shapes from a single image, resulting in impressive results that surpass previous methods, with an average quality score of over 20 points out of 100 when compared to real-life objects.
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How to Use the TypeScript satisfies Operator

Refine.dev

January 14, 2025

Web
  • The "satisfies" operator introduced in TypeScript version 4.9 helps ensure that assigned variable values and their nested properties meet specified type requirements.
  • It works well with the `Record<>` utility type to manage property name constraints and fulfill derived types.
  • Additionally, it can enforce partial compliance using the `Partial<>` transformation for variables' values.
  • Essentially, this feature aids developers in catching mismatches in property names or types immediately during coding, making sure everything fits as expected, similar to how TypeScript checks if a property exists in an address when you're entering data.
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The State of Luxury: How to navigate a slowdown

Mckinsey

January 13, 2025

  • The luxury industry has experienced rapid growth over the past five years, but it's now facing a significant slowdown due to various challenges such as price increases affecting demand, macroeconomic headwinds, particularly in China, and a shift towards more diverse and complex client bases.
  • To adapt to this new environment, luxury brands need to conduct a strategic reset by clarifying their core values, restoring product excellence, rethinking client engagement strategies, bridging talent capability gaps, and future-proofing their portfolios.
  • This involves investing in critical areas, rebuilding connections with clients, and taking bold risks to remain relevant and competitive.
  • Executives must lead with vision, creativity, and a renewed commitment to excellence, while also focusing on building great companies that attract top talent, or risk becoming irrelevant and losing market share.
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Top 6 benefits of integrating LLMs for Conversation Intelligence platforms

Assembly AI | By Kelsey Foster

January 9, 2025

AI
  • Jiminny, a leading platform specializing in sales coaching and call recording, uses advanced Speech AI to create tools such as custom summaries and data-driven coaching that help customers increase their success rates by 15%.
  • They also offer a no-code playground where users can experiment with AI models for conversation intelligence.
  • These advancements allow companies like CallRail to double their customer base by leveraging AI partnerships to gain deeper insights from customer conversations, ultimately helping businesses make better-informed decisions and understand the voice of their customers more effectively.
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Why pairing AI with automation will change how you work

Zapier | By Elena Alston

January 15, 2025

AI
  • When you pair Artificial Intelligence (AI) with automation, it's a powerful combination that can revolutionize your business operations.
  • Imagine having AI automatically log important details from sales calls and send personalized outreach emails to leads.
  • This is just one example of how combining AI and automation can save you time and increase productivity.
  • By connecting your favorite apps with AI tools like Zapier, you can create workflows that automate tasks, freeing up your team to focus on high-level thinking and more creative work.
  • With AI suggesting the right workflows for the job and helping to build solutions, even non-technical people can use automation to streamline their business processes and drive greater efficiency.
  • By leveraging this combination of AI and automation, you can scale your business faster, improve customer experiences, and make room for innovative solutions, ultimately driving success in your industry.
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AutoGen reimagined: Launching AutoGen 0.4

Microsoft Devblogs | By Friederike Niedtner

January 17, 2025

Web
AI
Backend
UI/UX
Coding
  • AutoGen v0.4 introduces a new ecosystem for developing customizable and scalable agent-based systems with modular components such as custom agents and tools.
  • It enforces consistent code quality through interfaces and typing while offering observability features for debugging.
  • The framework's layered architecture allows users to work at different abstraction levels, supporting cross-language interoperability between Python and .NET agents.
  • Developers can enhance functionality using community extensions.
  • Notable features include built-in developer tools like AutoGen Bench for performance benchmarking and AutoGen Studio for rapid prototyping of AI agents.
  • A new application called Magentic-One enables multi-agent tasks across various domains.
  • Although v0.4 brings significant updates, it maintains backward compatibility with older versions to facilitate smooth migration.
  • Future plans include releasing a .NET version and fostering community-driven extensions, with more frequent feature releases on the horizon.
  • Feedback is encouraged via AutoGen's discord channel and GitHub Issues.
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Email your conversations from Amazon Q

AWS Machine Learning | By Sujatha Dantuluri

January 9, 2025

Web
Database
Cloud
AI
DevOps
Security
Backend
  • Amazon Q Business is a powerful AI assistant that helps organizations make data-driven decisions and streamline workflows.
  • To maximize its value, Amazon SES (a robust email service) is integrated with it to send valuable insights to users' inboxes.
  • This integration allows businesses to capture and share insights effortlessly, supercharging team productivity.
  • A custom plugin is created to send emails directly from Amazon Q applications using Amazon SES, providing a seamless experience for users.
  • To secure the solution, AWS recommends following best practices such as protecting sensitive information, implementing access control, logging, and monitoring systems, and maintaining compliance with data protection regulations like GDPR or CCPA.
  • By combining these security measures, businesses can create a robust and trustworthy application that protects both their business and customers' information.
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Timm ❤️ Transformers: Use any timm model with transformers

HuggingFace

January 16, 2025

Web
Data Science
Algorithms
  • The timm integration with the transformers ecosystem allows users to easily leverage state-of-the-art vision models from the PyTorch Image Models (timm) library within the familiar Hugging Face framework.
  • With this integration, users can fine-tune, quantize, and run inference on various timm models using a unified API, streamlining their workflow and unlocking new possibilities in computer vision.
  • The integration supports features such as pipeline API support, compatibility with Auto Classes, quick quantization, fine-tuning with the Trainer API, round trip integration, and torch compile for speed, making it easier to work with efficient models like MobileNetV4, ViT, and more, all while maintaining consistency across different model types.
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Python Profiler now in Public Preview

Snowflake | By Jason Freeberg

January 14, 2025

  • On a platform called Medium, people are discussing and sharing their thoughts about & Data Science through a conversation where they highlight and respond to each other's stories, ideas, and experiences in this field, likely helping others learn and grow with them.
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Talking about the hard stuff: Where are we in the energy transition?

Mckinsey

January 16, 2025

AI
  • The world needs to transition from a high-carbon energy system to a low-carbon one, but this must be done while also increasing global energy production.
  • The energy system is massive and complex, involving over 60,000 power plants and extensive oil pipelines, and it requires significant growth to meet the world's increasing energy demands.
  • The dual imperative of decarbonization and increased energy production creates a huge challenge, especially for Asia which is already heavily industrialized and reliant on industry for its economy.
  • While there are physical challenges in transitioning the energy system, such as forging green steel and electrifying industries, there are also opportunities for growth and innovation in areas like renewable energy and nuclear power.
  • Experts agree that paying for the transition will be a significant issue and require a combination of public and private sector investment, blended capital, and carbon pricing mechanisms to incentivize investment in clean technologies.
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Making Your Site Findable: A Developer’s Guide to Search Engine Discovery

Groww | By Subham Kapiswe

January 14, 2025

  • To enhance your website's visibility on search engines, you can link to trusted websites and use the rel=nofollow attribute for untrusted ones to protect your site’s ranking.
  • Using RSS (Really Simple Syndication) feeds allows users to stay updated with new content without visiting your site, while also helping search engines discover your pages through platforms like Google News.
  • Although not all pages benefit equally from sitemaps or RSS feeds, they are valuable for content-rich areas of a website.
  • If you don't use these methods, search engines might still find your site eventually through external links and direct visits, but it will take longer, particularly for new websites.
  • Understanding these strategies can greatly improve how quickly and effectively your content is discovered online.
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Automate app compliance with ACAT

Microsoft Devblogs | By Yan Jin

January 16, 2025

Cloud
  • The App Compliance Automation Tool (ACAT) in Azure helps apps consuming Microsoft 365 data and published through Partner Center to simplify their compliance journey.
  • It integrates with the Microsoft 365 Certification review process, gathering control assessments and evidence automatically or collected manually, making it easier to ensure compliance.
  • To use ACAT, you can create a new report by searching for it in Azure, selecting 'Reports', then 'Create new report'.
  • This tool is designed to help developers automate their compliance processes and provide evidence needed for Microsoft 365 Certification review.
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Scaling gen AI in the life sciences industry

Mckinsey

January 10, 2025

AI
  • Researchers have found that gen AI could unlock between $60 billion and $110 billion in economic value for the pharmaceutical industry every year, but many life science organizations struggle to realize this potential.
  • A survey of over 100 pharma leaders found that only 5% have successfully scaled gen AI to drive significant financial value, despite most companies experimenting with the technology.
  • To overcome these challenges, organizations must adopt a comprehensive approach to scaling gen AI, including developing a clear strategy, upskilling talent, establishing an effective operating model and governance structure, managing change effectively, and understanding unique risks associated with gen AI.
  • By doing so, life science leaders can unlock transformative value from gen AI, drive business impact, and revolutionize drug discovery and patient care.
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Transform lease agreement workflows with Amazon Bedrock

AWS Architecture | By Syed Masudullah Sadullah

December 31, 2024

Cloud
Backend
  • To automate lease processing and management, we can use Amazon Bedrock's conversational AI to extract mandatory terms and conditions from template documents stored in DynamoDB, a knowledge base that makes it easy to validate new leases against standard terms.
  • When a new lease document is uploaded to an S3 bucket called "Lease Agreements", S3 notifications trigger a Lambda function to process the document by retrieving jurisdiction-specific terms from DynamoDB, validating compliance, and extracting lease details for downstream processing.
  • We can then automate various lease management tasks such as rent reminders, renewal notices, and promotional emails using EventBridge Scheduler and Lambda functions, all while centralizing lease term storage for efficient rental management operations, ultimately streamlining administrative costs, improving accuracy, and enhancing operational efficiency.
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Top 5 LangGraph Agents in Production 2024

Langchain | By LangChain

December 31, 2024

Web
Database
AI
Robotics
  • In 2024, companies started using specialized computer agents to help with specific tasks, rather than trying to build fully autonomous robots.
  • These agents are like personal assistants that can be controlled and customized to fit a company's needs.
  • A framework called LangGraph made it easier for businesses to build these agents by providing a simple and controllable system.
  • This year, several companies used LangGraph to create their own agents, including Uber, AppFolio, LinkedIn, Elastic, and Replit.
  • These agents helped with tasks such as answering natural language questions, assisting in coding, and even saving employees over 10 hours per week by automating routine work.
  • The success of these companies' agents shows that building custom computer assistants is not only possible but also valuable for businesses looking to increase efficiency and productivity.
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Parameta accelerates client email resolution with Amazon Bedrock Flows

AWS Machine Learning | By Siokhan Kouassi

January 7, 2025

Cloud
AI
Backend
Data Science
Algorithms
  • Parameta Solutions is a data powerhouse behind TP ICAP, providing reliable over-the-counter (OTC) data solutions and advanced analytics to financial industry professionals.
  • The company needed to efficiently manage thousands of client service requests while maintaining accuracy.
  • They used Amazon Bedrock Flows, a generative AI tool that enabled them to build an automated workflow for email triage, reducing resolution times from weeks to days.
  • This system classifies incoming emails, extracts relevant information, and generates responses, improving the speed and quality of customer support.
  • With Amazon Bedrock Flows, Parameta created a structured approach to email processing, handling complex tasks with precision, flexibility, and control, ultimately enhancing their reputation as a trusted data provider in the financial industry.
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Operational excellence in biopharma research and early development

Mckinsey

January 9, 2025

Performance
AI
Robotics
Algorithms
  • Developing new medicines is a long and costly process that takes around a decade from starting to launch, but recent technological advancements are helping to speed up this process.
  • Pharmaceutical companies are adopting leaner processes and utilizing automation and digitization to reduce costs and cycle times by up to 40 percent.
  • To achieve best-in-class timelines, companies can optimize their research and early-development processes through strategies such as front-loading investments, simplifying experiment designs, and adopting next-generation technology innovations like AI and machine learning.
  • Additionally, companies are shifting towards in-sourcing preclinical technologies, pursuing minimum-viable FIH strategies, anchoring planning in clinical development, replacing in vivo experiments with in vitro or in silico methods, and utilizing lab resources effectively to reduce costs.
  • By embracing these principles and adopting a coordinated approach across functions, companies can achieve operational excellence in research and early development, accelerate the delivery of groundbreaking therapies to patients, and gain a competitive edge in the market.
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How we evaluate AI models and LLMs for GitHub Copilot

Github | By Connor Adams

January 17, 2025

Performance
AI
  • GitHub Copilot evaluates various AI models, including large language models (LLMs) from companies like OpenAI and Google, to ensure they meet performance, quality, and safety standards before integrating them into their platform.
  • This evaluation process involves both automated tests for scalability and manual reviews for subjective accuracy in code generation and chat functionalities.
  • They use extensive offline tests—over 4,000 of which are part of an automated pipeline—and live internal evaluations to assess how well these models can fix broken code and answer technical questions accurately.
  • Additionally, they employ another AI model to help evaluate responses at scale and maintain consistent quality checks against their production models daily.
  • This rigorous evaluation helps GitHub decide which AI models best support their goal of providing a high-quality, responsible AI coding assistant for users.
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ADIDAS EURO STYLE CUP 24'

Adidas | By Rodri Represa

January 9, 2025

  • This explanation describes how animations were added to a user interface to make it more visually appealing and responsive.
  • The app has several features such as tabs that animate smoothly when changing positions, a bottom panel that expands and collapses in response to changes, and a dynamic carousel with videos that can be played while navigating through them.
  • To ensure that these animations work correctly, the developers created test cases using Compose views to validate their functionality, including checking if placeholder images are displayed while videos load or play, and verifying that videos trigger and pause as expected when interacting with the carousel.
  • This approach helps to provide users with a seamless experience by ensuring smooth transitions between different parts of the app.
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Economic empowerment made-to-measure: How companies can benefit more people

Mckinsey

January 8, 2025

Backend
Summary Not Available
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Unlocking complex problem-solving with multi-agent collaboration on Amazon Bedrock

AWS Machine Learning | By Raphael Shu

January 14, 2025

Cloud
  • He has been at the forefront of developing advanced modeling solutions for various AWS services.
  • This includes working on tools like Bedrock Agents and AWS Lex, which help in creating conversational interfaces for applications, as well as HealthScribe, a tool designed to analyze medical documents.
  • These technologies enable businesses and healthcare providers to build more intelligent systems that can understand and respond to human language effectively.
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50+ fully remote companies that let you work from anywhere

Zapier | By Rochi Zalani

January 16, 2025

  • Many companies now offer remote work options, allowing you to work from anywhere.
  • Some of these companies include Kona, Lumos, Notably, and more, with over 900 startups listed as hiring remotely via Remotive or Remote Work Academy.
  • While some companies are fully remote globally like Content, others have specific location restrictions such as living within four hours of Pacific Time for Lumos or being based in the E.U.
  • or U.K.
  • for Oliva.
  • Some companies also offer remote work but with time zone requirements, like Slite which requires you to be located in the -5h UTC or UTC +2 time zone.
  • Others only allow remote work from specific regions such as the Americas, Europe, Middle East, Africa, the U.S., Canada, or certain countries.
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Java’s Plans for 2025 - Inside Java Newscast #83

Java | By ["NicolaiParlog"]

January 16, 2025

Backend
  • In 2025, Java will continue to improve with new features and technologies from six major OpenJDK projects: Babylon, Loom, Leyden, Lilliput, Panama, and Valhalla (excluding Amber).
  • These projects aim to make Java a more powerful and efficient language.
  • The specifics of each project can be found in the show-notes, but briefly, they plan to enhance Java's performance, concurrency, and memory management capabilities, ultimately making it an even better choice for developers and users alike.
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Introducing Collations to Databricks

Databricks

January 10, 2025

  • The given SQL query contains five different phrases translated to various languages, along with their respective character collations.
  • The first phrase is 'Hello world!' in English using the Unicode collation.
  • The other four phrases are translations of this phrase into different languages such as Serbian ('Zdravo svete!'), Greek ('Γειά σου, Κόσμε!'), Russian ('Здравствуй, мир!'), and Chinese ('你好, 世界!').
  • Each translation is stored in the database with its specific collation setting to correctly handle characters unique to that language.
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Customer Case Study: Pushing the Boundaries of Multi-Agent AI Collaboration with ServiceNow and Microsoft Semantic Kernel

Microsoft Devblogs | By Sophia Lagerkrans-Pandey

January 16, 2025

AI
Robotics
  • A tech company has successfully developed a new way for artificial intelligence (AI) systems to work together and help human teams manage critical incidents more efficiently.
  • They used two AI tools, Now Assist and Microsoft Copilot, to create a multi-agent system that can understand, act upon, and learn from high-stakes situations in real-time.
  • This innovative approach involves automatically generating reports, tracking progress, and suggesting preventive measures after analyzing past incidents.
  • By combining the strengths of both AI systems, the company has improved incident resolution efficiency, reduced documentation time, and enhanced knowledge capture and transfer within the organization.
  • The ultimate goal is to create a seamless partnership between human teams and AI agents that can enhance operational outcomes in various enterprise environments.
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In a C++ class template specialization, how can I call the unspecialized version of a method?

Microsoft Devblogs | By Raymond Chen

January 16, 2025

  • When you specialize a class template to create a specific version of it for a particular type, there's no built-in way to call the original unspecialized version from within that specialization as if the specialization didn't exist.
  • This is because specializing a class template is like defining a new class entirely, rather than overriding or extending an existing one.
  • To get around this limitation and still have your specialized version do some extra work while behaving similarly to the original, you can create a separate base class for common code, make your primary template inherit from that base class, and then override the method in the specialization.
  • Alternatively, if you don't control the original template, you can create an intermediate class that inherits from it, use that as your main class, and still apply this pattern.
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Research Focus: Week of January 13, 2025

Microsoft Research | By Brenda Potts

January 17, 2025

AI
Robotics
Algorithms
  • Researchers at Microsoft have made significant advancements in various fields of artificial intelligence and science, including materials discovery, secure and private multiparty deep learning, automatic relevance assessment, congestion games, and research and development automation.
  • They introduced tools such as MatterGen and MatterSim to aid in materials discovery, a framework called JudgeBlender for more accurate relevance judgments using smaller open-source models, and an algorithm called CongestEXP to optimize traffic flow and other real-world scenarios.
  • Additionally, they developed RD-Agent, a tool that integrates data-driven R&D systems and harnesses advanced AI to automate innovation and development.
  • The researchers also shared their work on AIOpsLab, which helps design and evaluate autonomous cloud agents, and celebrated the recognition of Yasuyuki Matsushita as an IEEE Computer Society Fellow for his contributions to photometric 3D modeling and computational photography.
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How to build your first model using DSS

Canonical | By Stefano Fioravanzo (Stefano Fioravanzo)

January 14, 2025

Backend
Hardware
Coding
  • The content describes setting up a GPU-enabled Python environment using Jupyter notebooks on Data Science Stack (DSS) to explore Generative AI with Hugging Face's Smol Course.
  • It guides users through cloning a repository, installing dependencies, and obtaining a Hugging Face token for accessing APIs.
  • The setup simplifies the process of experimenting with supervised fine-tuning on language models by minimizing technical hurdles like driver installations.
  • Users can quickly test and adjust model training parameters to observe changes in output quality.
  • DSS makes it easy to manage resources efficiently, allowing users to focus more on learning and experimentation rather than troubleshooting technical issues.
  • This streamlined approach encourages beginners to dive into Generative AI and explore machine learning concepts with minimal setup barriers.
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How Popl scales event lead capture with Zapier and AI

Zapier | By Gina King

January 17, 2025

Performance
AI
Algorithms
  • Popl, a company that helps people exchange information more effectively at events and make networking easier, used to rely on paper business cards but realized they had limitations in today's digital world.
  • To scale their operations without adding complexity, Popl turned to automation and AI with Zapier, which allowed them to automate over 100 workflows including lead routing, customer engagement, and demo bookings.
  • They also integrated OpenAI into their workflow to categorize inbound emails and extract company details from email domains, freeing up team members' time.
  • By automating their operations, Popl saved around $20,000 annually on custom integration fees and can now focus on growing their business without operational bottlenecks, making them a leader in the industry of in-person lead capture and digital business cards.
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Rsync remote code execution and related vulnerability fixes available

Canonical | By eslerm (eslerm)

January 14, 2025

  • Vince is a tool designed to help with coordinating efforts around identifying and managing vulnerabilities, which are weaknesses or flaws in software systems that could be exploited by attackers.
  • It aims to streamline communication and processes among various stakeholders involved in cybersecurity, such as developers, security researchers, and organizations, to ensure that discovered vulnerabilities are addressed efficiently and effectively.
  • By providing a structured platform for reporting, tracking, and resolving these issues, Vince enhances collaboration and ultimately strengthens the overall security of software systems.
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How to send large video files securely and maintain their quality

Proton | By Jasmine Linford

January 7, 2025

Mobile
Security
  • To send large video files effectively, consider converting your video to a newer high-efficiency format for better compression, or break it into smaller segments if necessary.
  • Popular methods include email, messaging services, and built-in file-sharing options like Airdrop or Quick Share, but these often come with size limits, compression, and quality loss.
  • Video hosting sites like YouTube or Vimeo allow streaming, but may not be ideal for offline use.
  • Cloud sharing services like Google Drive, Dropbox, and WeTransfer offer more flexibility, but might have security concerns due to encryption methods used.
  • A safer option is Proton Drive's end-to-end encryption cloud storage that lets you share files without size limits, keeping your videos in their original quality throughout the sharing process.
  • With Proton Drive, you can control access with features like revoking links, monitoring activity, and adding password protection, making it a convenient and secure way to send large video files.
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6 ways to automate Microsoft Teams

Zapier | By Hannah Herman

January 16, 2025

DevOps
  • Microsoft Teams is widely used for chat and communication among teams and organizations, but switching between it and other apps can be time-consuming and reduce productivity.
  • Zapier helps automate workflows by connecting Microsoft Teams to thousands of other tools, allowing users to focus on important tasks rather than constantly checking multiple apps.
  • With Zapier, you can create automated workflows, or "Zaps," to send sales data to a Teams channel as a monthly report, share form responses in Teams, and even automatically send scheduled messages in Teams.
  • Additionally, you can connect Microsoft Teams to other chat apps like Slack and Discord, turn form submissions into Teams messages, and get notifications for new emails directly within the app, making it easier to manage tasks and stay on top of work without having to constantly switch between multiple windows.
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DevSecOps + Agentic AI: Now on GitLab Self-Managed Ultimate on AWS

Gitlab | By Jackie Porter

January 16, 2025

Cloud
AI
  • To use the new AI-powered features on your GitLab account, you need to have a self-managed ultimate instance hosted on AWS, an ultimate subscription, and be running GitLab 17.8 or later.
  • You'll also need to set up specific Amazon Web Services (AWS) settings and configure your project with the right permissions.
  • If you're a GitLab Self-Managed Ultimate customer, you can start exploring these capabilities now by following the setup instructions in their documentation, and provide feedback to help shape the future of AI-powered development in GitLab.
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The Magic of In-Person Feedback

Notion | By Makenna Bigelow and Sanya Attari

January 14, 2025

AI
  • The company was collecting feedback from users to improve their product through conversations with experts and regular people who use it.
  • One example of this is when they spoke with a sociologist named Sam Ladner about her book and how she's using their product in her work.
  • After learning about her experience, Sam gave them valuable feedback that will help the company create new features for next year, such as making their forms work better with mobile devices and website templates.
  • These conversations reminded the team why they do what they do – to help people build amazing things – and helped them understand how their product can be improved to make a bigger impact.
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When separating businesses, people are the key to unleashing value

Mckinsey

January 14, 2025

Algorithms
  • When companies separate into new businesses, it's essential to prioritize creating value for both the remaining and new entities, rather than just focusing on completing the transaction.
  • To achieve this, leaders must adopt best practices such as developing a clear operating model that serves both businesses, identifying key talent and roles, and establishing a strong culture that drives performance and productivity.
  • This involves defining new skills and capabilities needed in the separated entity, matching top performers with critical roles, and communicating a compelling change story to employees and stakeholders.
  • By executing these strategies alongside the transaction mechanics, leaders can increase their odds of success, unlock value creation opportunities, and ensure a smooth transition for both businesses.
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Peaceful and Bright Future of Integrity by Default in Java

Java | By ["Ana-MariaMihalceanu"]

January 3, 2025

Backend
  • Java continues to evolve with a stronger focus on stability and robustness, ensuring its resilience and integrity.
  • This shift involves gradually restricting access to unsafe APIs, such as dynamic agent loading, memory-access methods, and the Java Native Interface (JNI), which can potentially undermine application integrity.
  • To address these risks, modern alternatives like the Foreign Function and Memory (FFM) API have been introduced to simplify foreign function invocations while offering safer memory access.
  • The upcoming JDK releases will deprecate and eventually remove unsafe features, such as memory-access methods in sun.misc.Unsafe, and restrict JNI interactions.
  • As a result, application developers must be cautious when using libraries that rely on these APIs and take steps to enable native access explicitly or move affected JAR files to the module path to minimize risks and maintain integrity.
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Azure Storage—A look back and a look forward

Microsoft Azure | By Aung Oo and Maneesh Sah

January 14, 2025

Performance
Cloud
AI
Backend
  • Azure Storage has been improving its capabilities to meet the needs of businesses with mission-critical workloads, offering features like automated disaster recovery and integration with Azure AI services through its various products such as Azure NetApp Files (ANF), Azure Files, and others.
  • These services provide scalable and secure storage solutions for hybrid and cloud-native applications, allowing users to pay-as-they-go while maintaining predictable costs.
  • With a focus on innovation in 2025, Azure Storage is set to release new features like AI-driven optimization, sustainable infrastructure, and faster access speeds, making it easier for businesses to manage and utilize their data effectively.
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Controlling Language and Diffusion Models by Transporting Activations

Apple ML Research

January 14, 2025

  • Recent advancements in large generative models have prompted concerns about their reliability and potential misuse.
  • To address these issues, researchers have developed Activation Transport (AcT), a framework that uses optimal transport theory to control how these models generate content by steering their internal processes.
  • This approach is versatile across different types of data and allows for precise adjustments with minimal impact on the model's performance or computational efficiency.
  • Experiments show that AcT can effectively reduce harmful language in text-based models, enhance truthfulness, and incorporate specific concepts or styles into both textual and image outputs without degrading their overall capabilities.
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Introducing database time-to-live (TTL) for data management

Capital One | By Capital One Tech

January 9, 2025

Database
Cloud
DevOps
  • A database time-to-live (TTL) system helps manage data by automatically deleting old information after a set period of time.
  • This process involves creating a table with expiration dates for each record and scheduling a job to delete expired records at regular intervals.
  • By implementing TTL, organizations can reduce storage costs, improve performance, and ensure compliance with regulations.
  • It's essentially like setting an automatic reminder to clean up outdated data from the database, freeing up space for more relevant information and making it easier to keep track of what's current and what's not.
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Deploy a NodeJS Express app with GitLab's Cloud Run integration

Gitlab | By Sarah Matthies

January 13, 2025

  • To see your new functionality in action, you need to replace the existing code with `(req, res) => { res.send('Have a great day! See you!'); }`.
  • Once done, follow a cleanup guide to avoid getting charged for using Google Cloud resources.
  • You can either delete specific resources or the entire project, and instructions are available in the cleanup guide.
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Interpreting CLIP: Insights on the Robustness to ImageNet Distribution Shifts

Apple ML Research

January 16, 2025

  • Researchers studied how certain AI models, called zero-shot CLIP vision encoders, are able to handle changes in data distribution, such as when images of cats and dogs are taken from different cameras or lighting conditions.
  • They found that these robust models have something unique called "outlier features" that allow them to adapt better to new situations.
  • This is the first time these features have been discovered in non-language and non-transformer models.
  • The presence of these outlier features can be seen as an indicator of how well a model will handle changes in data, making it a useful tool for developers to check a model's robustness without needing access to specific test datasets.
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Explore the business case for responsible AI in new IDC whitepaper

Microsoft Azure | By Sarah Bird

January 6, 2025

Cloud
AI
  • The whitepaper "The Business Case for Responsible AI," commissioned by Microsoft and IDC, explores how businesses can integrate artificial intelligence (AI) responsibly to enhance operations while mitigating risks.
  • As AI's usage grows rapidly, ensuring its responsible deployment is crucial to maximize benefits like improved customer experience and operational efficiency without compromising privacy or safety.
  • The paper emphasizes establishing core values, governance structures, risk management practices, and continuous workforce training as essential elements for building trustworthy AI systems.
  • It suggests that organizations should prioritize fairness, transparency, and accountability in their AI implementations, supported by regular audits and global compliance awareness.
  • By adopting these responsible AI principles, companies can foster innovation, strengthen brand reputation, and achieve sustainable growth while maintaining public trust.
  • Microsoft supports businesses on this journey through tools, resources, and partnerships designed to facilitate the adoption of responsible AI practices.
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Behind Salesforce’s JDK 11 to JDK 17 Migration: Lessons for Modernizing Large-Scale Java Applications

Salesforce | By Scott Nyberg

January 13, 2025

Backend
  • In Salesforce's "Engineering Energizers" Q&A series, Sankar Rao Bhogi and his JDK Team at Salesforce successfully upgraded their software from JDK 11 to JDK 17, enhancing performance and future-readiness of key applications like Sales Cloud.
  • This upgrade ensured better compatibility with modern frameworks such as Spring 6, reduced technical debt, and improved developer workflows.
  • The process took three years, but the experience gained will reduce future migration times significantly.
  • The team's efforts not only increased application efficiency but also prepared Salesforce for upcoming technological changes, ensuring stable and scalable solutions for their customers.
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The ‘value now’ consumer: Making sense of US consumer sentiment and spending

Mckinsey

January 13, 2025

AI
Hardware
Robotics
  • A new chapter in consumer behavior has emerged as people continue to spend despite feeling pessimistic about the economy, which is a departure from the traditional relationship between sentiment and spending.
  • Consumers are now optimizing their purchases by prioritizing value, making trade-offs, and splurging on high-value goods and services they consider essential or enjoyable.
  • For example, while consumers say they'll cut back on non-essential items like cars and restaurants, they're actually maintaining or increasing spend in these areas as long as they feel it's a good value for their money.
  • Meanwhile, people are holding onto cash due to uncertainty about the future, but still have the means to spend when they want to.
  • To capture this new reality, consumer businesses need to look beyond sentiment and focus on understanding consumers' actual behavior, using tools like real-time data and artificial intelligence to develop a more nuanced view of their customers and drive growth through investments in product offerings and marketing.
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Announcing egress control for serverless and model serving workloads

Databricks

January 7, 2025

Cloud
AI
  • Egress control for Databricks serverless and Mosaic AI Model Serving workloads is now available in Public Preview, allowing users to manage and restrict data flow from their cloud environments more effectively.
  • This feature helps organizations maintain better security and compliance by giving them greater control over how data exits their systems.
  • It's particularly useful for those using Databricks' serverless computing services or Mosaic's AI model serving capabilities, ensuring that sensitive information is safeguarded while still allowing the necessary operations to run efficiently.
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Measuring productivity impact with Diff Authoring Time

Facebook

January 16, 2025

  • The podcast episode from the Meta Tech Podcast explores whether using types in programming makes developers more productive or merely increases typing work.
  • It focuses on "Diff Authoring Time" (DAT), a metric used by Meta to gauge how long it takes for changes to be made to their codebase, as one measure of productivity.
  • The podcast discusses two specific examples where DAT is applied, such as using a type-safe mocking framework in Hack, to show how metrics can help analyze productivity improvements internally at Meta.
  • Listeners are encouraged to download or stream the episode on various platforms and provide feedback via social media or explore career opportunities at Meta through their careers page.
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Load Problematic AVRO Files into Snowflake: A Step-by-Step Guide

Snowflake | By Jon Osborn

January 15, 2025

  • There's an article on Medium where people are sharing their thoughts and ideas about data science and related topics by leaving comments or responses to it, continuing the conversation started by the original story.
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The Art of Secure Search: How Wix Mastered PII Data in Vespa Search Engine

Wix Engineering

January 15, 2025

  • Wix Engineering successfully implemented a full-text search feature in their system called Vespa, which allows users to find relevant information even if some data has typos or errors.
  • The goal was to balance security and functionality when handling sensitive personal data (PII), and they achieved this by creating a search function that works quickly without slowing down the system, while also supporting various types of searches such as exact matches and word patterns.
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Building Smarter Autonomous Machines: NVIDIA Announces Early Access for Omniverse Sensor RTX

Nvidia | By Katie Washabaugh

January 7, 2025

AI
Backend
Hardware
Robotics
Algorithms
  • NVIDIA has introduced new technologies to help developers create autonomous machines and self-driving cars that can handle complex situations beyond their training.
  • The company's Omniverse Cloud Sensor RTX API allows for physically accurate sensor simulation, making it easier to generate diverse data needed for training these systems.
  • This technology is integrated with other solutions such as the Mega blueprint, which helps robotics developers test AI-powered robot brains in simulated environments, saving time and improving efficiency.
  • Companies like KION Group and Accenture are already using this technology to build digital twins for industrial AI's robot brains, while Foretellix has integrated it into its toolchain to enable AV development and validation with physically accurate sensor simulation.
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How to use GitHub Copilot: What it can do and real-world examples

Github | By Dylan Birtolo

January 8, 2025

Coding
  • GitHub Copilot is an AI tool that helps you write code more efficiently by analyzing your project and providing suggestions for improvement.
  • You can ask it questions about your code in a chat window, such as "Why isn't this working?" or "Can you help me refactor this code?", and it will try to identify the problem and provide solutions.
  • Copilot also allows you to edit multiple files at once, which saves time and reduces the chance of errors.
  • Additionally, you can customize its behavior by creating a file with custom instructions that will be included in all your prompts, making it work better for your specific needs or team workflow.
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Boosting biopharma R&D performance with a next-generation technology stack

Mckinsey

January 9, 2025

AI
Security
Backend
Algorithms
  • Pharmaceutical companies are using advanced technologies to improve their research and development (R&D) processes, making them more efficient and effective.
  • A modern R&D technology stack, which includes four critical layers - infrastructure, data, application, and analytics - can help biopharma organizations achieve significant improvements in cycle time acceleration, cost reduction, probability of success, innovation, quality and compliance, and future readiness.
  • This tech stack allows companies to streamline their processes, make better decisions using real-time insights, reduce costs by minimizing manual tasks and expensive hardware, and enhance collaboration among teams while maintaining regulatory compliance.
  • By adopting a modular, flexible architecture that integrates cloud-based platforms, artificial intelligence (AI), and machine learning (ML) tools, pharma leaders can establish a next-gen R&D tech stack that enables them to stay competitive, adapt to new challenges, and accelerate the development of lifesaving treatments for patients.
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3D Shape Tokenization

Apple ML Research

January 6, 2025

  • Researchers have developed a new way to represent 3D shapes using something called "Shape Tokens".
  • These tokens are like special codes that contain information about the shape's surface and can be easily used in machine learning models.
  • With Shape Tokens, it becomes possible to generate new 3D shapes, convert images into 3D objects, align 3D shapes with text or images, and even render shapes at different resolutions.
  • Additionally, Shape Tokens allow for a detailed analysis of the shape's geometric properties, such as its surface normals and density.
  • The team has shown that using Shape Tokens in various tasks leads to strong performance compared to existing methods, and they have demonstrated this through experiments and videos showcasing their results on tasks like converting images into 3D point clouds, neural rendering, and aligning 3D shapes with text or images.
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Where to find to The Pragmatic Engineer Podcast

The Pragmatic Engineer | By Gergely Orosz

January 8, 2025

  • The Pragmatic Engineer Podcast shares real-life experiences of software engineers working at big tech and startup companies, providing valuable lessons and advice on building software.
  • Each episode features interviews with experienced professionals who share their stories and hard-earned knowledge, making it easy for listeners to apply these insights to their own work as software engineers or managers.
  • You can find the podcast on popular platforms like Spotify, Apple Podcasts, YouTube, and Amazon Podcasts, or visit the website at pragmaticpodcast.com for summaries and transcripts of each episode.
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Inside Agoda’s Content Enrichment Platform: Managing 450M+ Property Images

Agoda | By Agoda Engineering

January 16, 2025

AI
Backend
  • Agoda's recent efforts have significantly improved how users engage with property images on their platform.
  • By enhancing image quality and relevance, more users are clicking and scrolling through image galleries, indicating increased interest in exploring various accommodation options.
  • These improvements not only boosted user interaction but also led to better business outcomes, such as higher rates of booking conversions.
  • This success is attributed to the integration of big data and AI, which streamlined their image processing system, reducing processing times dramatically while elevating the quality and relevance of images displayed.
  • Agoda continues to leverage technology to enhance the travel experience, aiming to connect travelers more effectively with their desired destinations through improved content curation.
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How to Use Langbase Memory Agents to Make Any LLM a Conversational AI for Your Docs

freeCodeCamp | By Maham Codes

January 17, 2025

Web
Cloud
AI
Backend
Coding
  • Imagine having a super-smart chatbot that knows your personal documents and can answer questions based on them without ever seeing or sharing those sensitive documents with anyone else.
  • This amazing technology uses something called "memory agents" to make it happen.
  • These memory agents act as a secure bridge between the chatbot (like a Large Language Model) and your private documents, letting it learn from what's in there but never exposing that information to the outside world.
  • By following some simple steps with the help of tools like Langbase and BaseAI, you can build this kind of powerful AI agent yourself, making it perfect for applications like personalized customer support, secure document search, code assistance, and more - all while keeping your private data safe and sound.
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Build an Amazon Bedrock based digital lending solution on AWS

AWS Machine Learning | By Shailesh Shivakumar

January 9, 2025

Cloud
AI
  • Amazon's digital lending solution automates complex business processes using Amazon Bedrock Agents and natural language interfaces to enhance customer engagement.
  • The system verifies customers' KYC documents, categorizes them as existing or new customers, and conducts credit checks.
  • It uses Amazon Textract for document processing, Amazon Comprehend for entity identification, AWS Lambda for notifications and integration with external APIs, and Amazon CloudWatch for logging events.
  • The solution also employs Amazon Simple Email Service (SES) to notify customers about their loan applications' status.
  • By leveraging these technologies, the system streamlines digital lending processes while providing a user-friendly experience through conversational interfaces.
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TypeScript Decorators in Brief

Refine.dev

January 9, 2025

Web
  • TypeScript decorators are special tools that let you add extra features or behavior to your classes and functions without changing their code directly.
  • Think of them as stickers that can be attached to make your code more efficient and easier to manage.
  • They allow you to do things like warn about deprecated code, log important information, and even manipulate runtime objects in JavaScript.
  • There are several types of decorators, including class decorators, property decorators, accessor decorators, and method decorators, each serving a specific purpose.
  • By following best practices such as keeping decorators simple and focused on one task, you can use them effectively to make your TypeScript projects clean, flexible, and robust.
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What to expect in US healthcare in 2025 and beyond

Mckinsey

January 10, 2025

AI
Robotics
Algorithms
  • The US healthcare industry has been facing significant financial pressures since 2019, with declining EBITDA margins and increased costs due to inflation and labor shortages.
  • However, the industry is expected to recover in the coming years, driven by growth in areas such as health services and technology (HST), specialty pharmacy, and Medicare and Medicaid duals population.
  • EBITDA for healthcare providers is estimated to increase at a 7% compound annual growth rate from $676 billion in 2023 to $987 billion in 2028, with non-hospital segments like home health and ambulatory surgery centers driving growth.
  • Payers' EBITDA margins are also expected to recover, particularly in the government segment, which is estimated to be about 75% larger than group commercial segments by 2028.
  • The industry will continue to adapt through performance improvement efforts and technological innovations, creating opportunities for value creation across segments.
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Ten tests for nature strategy

Mckinsey

January 17, 2025

AI
DevOps
Robotics
  • Businesses are increasingly recognizing that taking care of nature is not just good for the planet, but also crucial for their own success and resilience in a rapidly changing world.
  • Companies that prioritize nature can mitigate risks, create value, and unlock new opportunities by developing strategies to address nature-related challenges such as climate change, biodiversity loss, and resource scarcity.
  • By integrating nature into their corporate strategy, businesses can enhance their competitive advantage, improve stakeholder relationships, and attract investors who share their commitment to sustainability.
  • A successful nature strategy requires a clear understanding of the company's relationship with nature, alignment with its values and core assets, and adaptation to changing market conditions and regulations.
  • It also involves operationalizing the strategy through efficient processes, sufficient resources, and a culture that supports innovation, adaptability, and resilience.
  • By creating measurable positive impact on nature and enhancing their long-term business resilience, companies can stay ahead of the curve and thrive in an era where nature is becoming increasingly important for both business success and global economic growth.
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Trino in 2024 and beyond

Trino | By Manfred Moser

January 7, 2025

  • Trino had an amazing year in 2024 with over 30 releases packed with new features and improvements.
  • The project saw significant growth with more than 5,000 additional commits to its total of 40,000+ commits since start, and got contributions from over 225 unique individuals in the past year alone.
  • Trino's community also expanded to 13,500+ Slack members and 10.5k+ stars on GitHub.
  • The project improved access controls, observability, client protocol, and connectors to various databases like Snowflake and Vertica.
  • Looking ahead to 2025, Trino plans to focus on secrets management, dynamic catalogs, more connectors, SQL language improvements, and continued performance enhancements, all made possible by the community's efforts and feedback.
  • The team invites users to participate in a survey to help shape the project's future.
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Slate’s ICYMI hosts on their online obsessions and wildest 2025 predictions

Mozilla | By Kristina Bravo

January 15, 2025

  • Mozilla believes the internet has the power to be magical by opening doors to new opportunities and connections, allowing people to find their place online and share their unique stories, which shows that the internet can have a positive impact on people's lives.
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Technology Trends for 2025

Oreilly | By Mike Loukides

January 14, 2025

Web
Cloud
AI
DevOps
Security
Backend
Data Engg
Hardware
Algorithms
Summary Not Available
We apologize, but a summary for this content is currently not available. Please visit the link to view it in full or continue browsing other content.
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Automatically Create AI Embeddings using the PGVector Destination Connector | Airbyte

Airbyte

January 9, 2025

Cloud
AI
Backend
  • Imagine you have data from Stripe stored somewhere else called Postgres, which also has a special feature to understand and work with this kind of data called PGVector.
  • You want to build a chatbot that can help you search through your customers, invoices, and products using artificial intelligence (AI).
  • To do this without writing complicated code, you use a platform called Airbyte which helps move the data from Stripe to Postgres, creates special codes for AI to understand the data, and even sets up all the necessary technical stuff.
  • Once that's done, you can focus on building your chatbot using Python and the AI tools provided by platforms like OpenAI, and soon you'll be able to search through your data easily with your new AI-powered chat assistant.
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Scaling Large Language Models for e-Commerce: The Development of a Llama-Based Customized LLM

Ebay | By Christian Herold and Shahram Khadivi

January 17, 2025

AI
  • eBay has developed customized large language models (LLMs) called "e-Llama" by adapting third-party models and adding e-commerce-specific data to enhance their AI capabilities.
  • This approach balances using existing models for speed with developing new ones for control over licensing, architecture, and other factors.
  • The aim is to create a cost-effective and secure solution that improves performance in the e-commerce domain without losing general language skills.
  • By continuing to train these LLMs on eBay-specific data, they ensure better alignment with their platform's needs.
  • These efforts have led to significant improvements in performance for both English and non-English tasks compared to original models.
  • Additionally, further tuning ensures safe and contextually appropriate responses from the AI, supporting eBay’s broader AI initiatives while maintaining responsible AI practices.
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NVIDIA GTC 2025: Quantum Day to Illuminate the Future of Quantum Computing

Nvidia | By Timothy Costa

January 14, 2025

  • NVIDIA is launching its first Quantum Day at GTC 2025, bringing together experts to discuss and explore the latest advancements in quantum computing.
  • This emerging technology promises huge leaps forward in areas such as drug discovery, materials development, and financial forecasting.
  • NVIDIA's founder Jensen Huang will share the stage with industry leaders from companies like D-Wave, IBM, and Rigetti to provide a comprehensive perspective on what businesses can expect from quantum computing in the coming decades.
  • The event will feature sessions, developer days, educational training, and more, giving attendees hands-on experience with the latest tools and providing insights into how to chart a course for useful quantum applications.
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CO₂ Emissions and Models Performance: Insights from the Open LLM Leaderboard

HuggingFace

January 9, 2025

AI
  • A team has analyzed how large language models (LLMs) affect carbon emissions and found that model size is just one factor determining their environmental impact.
  • They used a leaderboard to compare over 3,000 LLMs and discovered that community fine-tuned models are often more energy-efficient than official ones, even when they're based on larger pre-trained models.
  • This could be due to how these fine-tuned models prioritize concise responses and reduce computational load, but the exact reasons behind this trend aren't yet clear.
  • The team also found that instruction-tuned models can sometimes overfit specific prompt formats, leading to lower scores than expected for their energy consumption.
  • They've raised several open questions for the community to explore, including why fine-tuned models tend to be more efficient and how to optimize certain models with unexpectedly high emissions.
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Structured Report Generation Blueprint with NVIDIA AI

Langchain | By LangChain

January 6, 2025

Web
Performance
AI
DevOps
Backend
Coding
Algorithms
  • LangChain and NVIDIA have partnered to create a new AI blueprint called Structured Report Generation, which helps businesses build customized, high-performance AI agents using open-source models.
  • These agents can be used for specific tasks such as generating reports, but with more control and security compared to traditional closed-source solutions.
  • The blueprint is built on the LangGraph platform and NVIDIA's NIM microservices, allowing users to define a topic and outline to guide the agent in searching for relevant information and returning a report in a requested format.
  • This approach addresses challenges like substantial inference costs, latency, and data privacy concerns, enabling enterprises to deploy their AI agents anywhere while reducing reliance on third-party-hosted services and costs.
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4 popular ways to use Zapier's ActiveCampaign integration

Zapier | By Danielle Antosz

January 17, 2025

  • Zapier helps you automate tasks in ActiveCampaign, a marketing tool used to manage contacts and email campaigns, by automatically connecting it with other tools such as forms, eCommerce platforms, Google Sheets, and more.
  • With these automated workflows or "Zaps", you can instantly add new leads, customers, or customer data from various sources to your contact list without manually copying and pasting information.
  • This not only saves time but also reduces the risk of human error, allowing you to focus on growing your business and improving customer relationships through effective email marketing and automation.
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GitHub Availability Report: December 2024

Github | By Jakub Oleksy

January 15, 2025

Web
DevOps
Backend
  • In December 2024, GitHub experienced two significant service disruptions affecting its platform.
  • On December 17th, users faced intermittent errors and timeouts for about 17 minutes due to overloaded web servers caused by a failed planned maintenance update.
  • This issue affected various services like logging in and viewing repositories, with some improvements made during the incident.
  • Later on December 20th, marketing pages became inaccessible for around 43 minutes because of an outage from a third-party service provider, leading to error messages but not affecting other operational areas.
  • GitHub has since worked on improving their monitoring and alert systems to prevent similar future issues and is exploring better error handling strategies with external services.
  • Users can stay updated through GitHub’s status page and engineering blog posts.
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The Countdown to JavaOne 2025 is On!

Java | By ["SharatChander"]

January 7, 2025

Backend
  • JavaOne 2025 offers a unique experience with its immersive learning and fun activities.
  • Each day includes downtime for relaxation, catching up with friends, or enjoying the game room and happy hour.
  • The event also features optional morning nature walks along the San Francisco Bay, an early look at Java 24 and its new capabilities, a meet-and-greet with Duke, the lovable Java mascot, and live entertainment at the Devil's Canyon party with complimentary food and drinks.
  • This flagship moment for the Java community is a chance to learn, share, network, and be surrounded by fellow Java enthusiasts, making it an unforgettable experience.
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Understanding Deep Learning Research Tutorial - Theory, Code, and Math

freeCodeCamp | By Beau Carnes

January 16, 2025

AI
  • A new online course has been published on the freeCodeCamp.org YouTube channel to help people understand and implement cutting-edge AI research in deep learning.
  • The course, taught by a published researcher and machine learning practitioner named Yacine, breaks down complex concepts into actionable steps that can be applied in real-world projects.
  • Through this tutorial, you'll learn how to read and interpret technical papers, understand advanced mathematics, navigate codebases, and even implement the Segment Anything Model (SAM), a groundbreaking approach to segmentation in computer vision.
  • By the end of the 2-hour course, you'll gain confidence and practical skills to tackle complex AI research and stay up-to-date with the latest developments in machine learning.
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Implement RAG while meeting data residency requirements using AWS hybrid and edge services

AWS Machine Learning | By Robert Belson

January 14, 2025

Web
Cloud
AI
  • The content describes how to use Amazon Bedrock's orchestration feature to create sophisticated distributed applications on AWS edge services, such as Local Zones or Outposts, for industries with strict data residency needs.
  • It involves defining action groups using OpenAPI specifications and programming business logic through Lambda functions tailored to specific actions like querying models at the edge.
  • The example provided shows a workflow where user queries (e.g., about making shoes) are directed seamlessly between AWS services and an edge server, which runs local Large Language Models for specialized tasks.
  • This setup allows for both local processing of sensitive data and broader cloud orchestration, enabling businesses to comply with data residency requirements while leveraging the scalability and flexibility of cloud resources.
  • For more detailed guidance, the post directs readers to specific AWS workshops focusing on these hybrid and edge service applications.
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Your data applications, contained and maintained

Canonical | By Freyja Cooper (Freyja Cooper)

January 14, 2025

Cloud
Backend
  • Canonical offers secure, scalable, and easy-to-manage database containers designed for cloud-native environments, addressing challenges such as security risks and operational complexity in managing data workloads on Kubernetes.
  • Their solutions include minimal "chiseled" containers that significantly reduce attack surfaces by trimming unnecessary components, making them ideal for production use with faster build times and enhanced performance.
  • For more comprehensive needs, Canonical integrates these containers with charms to provide complete management tools and configurations.
  • Additionally, their Container Build Service allows organizations to create custom containers tailored to specific requirements while ensuring long-term security and stability.
  • This approach supports the widespread adoption of cloud-native technologies by providing trusted, maintainable database solutions compliant with evolving cybersecurity regulations.
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Essentials of TypeScript Classes

Refine.dev

January 13, 2025

Web
  • TypeScript Classes are an extension of JavaScript ES6 classes, but with additional features such as type annotations and access modifiers.
  • They allow you to specify what types of data a class can hold and how it can be accessed or modified.
  • When creating a class, you can use 'readonly' fields to ensure that certain values cannot be changed after they're set, and parameter properties to reduce boilerplate code by initializing and declaring fields in the constructor.
  • You can also use access modifiers like 'private', 'protected', and 'public' to protect your class members and ensure encapsulation.
  • Additionally, TypeScript allows you to write more flexible classes using type parameters, and it helps prevent common mistakes when implementing features like this bindings.
  • Overall, TypeScript Classes are a powerful tool for building robust and maintainable software applications.
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Getting started with GitLab: How to manage users

Gitlab | By Abubakar Siddiq Ango

January 14, 2025

  • GitLab has features to manage users based on your organization's needs, whether you're small or large.
  • It allows you to control access and moderate users in various ways.
  • There's also a new feature being developed to automatically remove inactive users after a certain period of time, which will help keep groups organized and free up license seats.
  • Additionally, for more complex organizations, GitLab offers advanced tools to manage enterprise users and provides even more features with its top-tier plan, Ultimate, including compliance options and detailed analytics.
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Acxiom's use of LangSmith for enhanced audience segmentation

Langchain | By LangChain

January 13, 2025

Performance
Cloud
DevOps
Backend
Coding
Algorithms
  • Acxiom developed an application to help businesses create detailed audience segments based on user requests, such as finding men over thirty who enjoy rock climbing or hiking but aren't married.
  • The team initially used a simple logging system but soon realized it wouldn't scale effectively with their growing user base.
  • They then adopted LangSmith, a platform that provides observability and testing features for large language models, which helped them troubleshoot issues efficiently and handle complex workflows.
  • With LangSmith, Acxiom's engineers were able to streamline debugging, improve audience reach, and scale their system to meet the demands of a growing user base, ultimately creating a more refined audience segmentation system that drives better marketing precision.
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Dev.to x AssemblyAI: Winter Speech-to-Text Challenge Winners

Assembly AI | By Kelsey Foster

January 9, 2025

AI
  • BinaryGarage's SpeechCraft won the Streaming Speech-to-Text category for its real-time transcription and speech analysis capabilities using AI technology from AssemblyAI, offering features like speaking pace and vocabulary analysis.
  • Diosamual took home the LLM-powered application award with ReportSOS, an app that streamlines emergency reporting by quickly providing crucial information to dispatchers.
  • Both tools emphasize enhancing communication through advanced technology: SpeechCraft transforms spoken words into insights for better communication, while ReportSOS speeds up emergency response by efficiently sorting incidents and delivering essential details promptly.
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How to get karma on Reddit

Zapier | By Melissa King

January 15, 2025

  • When repurposing content from a blog post for Reddit, it's essential to tailor your information to the community's interests and discussion style.
  • This means keeping posts concise and to the point, using titles that hint at a backstory rather than directly referencing the original article title.
  • Additionally, if you choose to pay for promoted posts, be cautious as redditors tend to judge these paid posts harshly; instead, focus on creating content that builds trust with your community by being transparent, down-to-earth, and community-focused.
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Databricks on Databricks - Transforming the Sales Experience using GenAI Agents

Databricks

January 7, 2025

  • At Databricks, our goal is to automate as many business tasks as possible to make things more efficient and cost-effective.
  • This means using technology to streamline processes, allowing sales teams to work better, faster, and without wasting resources.
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How biopharmaceutical leaders optimize their portfolio strategies

Mckinsey

January 9, 2025

AI
  • The pharmaceutical industry faces significant challenges, including rising research costs and changing regulations, but top companies are finding ways to innovate and succeed.
  • To do so, they're adopting strategies such as increasing the number of "shots on goal" by investing in a larger pipeline of potential treatments, discontinuing assets that don't meet certain targets, and diversifying their portfolio with different types of innovative approaches, like novel modalities or first-in-class targets.
  • This allows them to adapt to changing market conditions while still delivering effective solutions for patients.
  • Effective portfolio management is key to success, requiring a balance between taking calculated risks and being cautious, as well as maintaining sufficient breadth in their therapeutic areas to stay competitive.
  • By adopting these strategies and continually evaluating and managing their portfolios, biopharmaceutical companies can navigate the challenges of the industry and deliver innovative treatments to those who need them most.
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How HP is optimizing the 3D Printing supply chain using Delta Sharing

Databricks

January 2, 2025

  • Javier Lagares works as a Principal Data Engineer at HP.
  • His main job is to lead the team creating data-based solutions for the company's 3D printing business.
  • This means he helps develop tools and systems that use data to make decisions or improve processes in 3D printing.
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How Profiling helped fix slowness in Sentry's AI Autofix

Sentry

January 7, 2025

Performance
AI
Backend
Hardware
Coding
  • The company used profiling tools to improve performance and user experience of their AI-powered debugging tool, Autofix.
  • They discovered two major issues: cold starts taking tens of seconds due to redundant repository initialization, and a 6-second delay at the end of each Autofix step caused by unnecessary thread waits.
  • By analyzing execution data with Sentry Profiling, they were able to identify and fix these problems in minutes, shaving off over 20 seconds from execution time.
  • This made Autofix feel much snappier and helped developers debug faster.
  • The company learned that profiling is not just about optimizing tiny CPU inefficiencies, but a tool for understanding how code runs in the real world and addressing performance issues with precision, making it an essential part of their development process.
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The AI Engineering Handbook – How to Start a Career and Excel as an AI Engineer

freeCodeCamp | By Tatev T

January 15, 2025

Cloud
AI
DevOps
Backend
Data Science
Hardware
Robotics
Coding
Algorithms
Summary Not Available
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Making the Brand at Make with Notion

Notion | By Huy Vu

January 15, 2025

Hardware
  • The team at Notion wanted to create a conference space that felt like spending a day with their product, so they worked together with two agencies over six months to bring this vision to life in a 54,000 square foot venue.
  • They chose Pier 27 in San Francisco for its airy and naturally lit space, which was transformed by hanging translucent fabric scrims from the ceiling to filter the light and create a magical glow.
  • The conference space was designed to be flexible and open, with simple materials like cardboard used for furniture and walls, reflecting Notion's block-based system that allows users to build and create in a variety of ways.
  • Throughout the venue, attendees could find cozy areas to relax, learn, and connect with others who share their passion for building and creating, making it feel like being part of a tight-knit community.
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Top AI models for conversation intelligence

Assembly AI | By Kelsey Foster

January 9, 2025

Web
AI
Backend
Algorithms
  • Conversation intelligence platforms use Artificial Intelligence (AI) to make sense of unstructured customer data from voice calls and virtual meetings.
  • These AI models, such as Audio Intelligence and Large Language Models (LLMs), can identify entities like names, locations, and dates, and even classify emotions like sentiment and tone.
  • By combining these models, companies can uncover valuable insights into customer behavior and preferences, track reactions to specific products or pitches, and automatically generate action items after meetings.
  • This helps teams boost lead conversion, improve customer engagement, and make data-driven decisions to drive business growth.
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MLOps Best Practices - MLOps Gym: Crawl

Databricks

January 6, 2025

  • MLOps is not a one-time task, but rather an ongoing process of adopting certain practices and work habits within your organization to manage machine learning models effectively, which goes beyond just using individual tools or software.
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Habit stacking: How to achieve your goals without thinking about them

Zapier | By Elise Dopson

January 14, 2025

  • To create new habits easily and efficiently, use the habit stacking technique by linking a new behavior to something you already do daily, making it specific, and rewarding yourself after each success.
  • Start small and connect your new habit with an existing one in a meaningful way, such as tying drinking water to brushing your teeth or listening to an audiobook while washing dishes.
  • Use a habit tracking app like Streaks or HabitNow to stay motivated and monitor your progress, and give yourself a reward for each milestone achieved.
  • By following this simple formula - "After I _______, I'll _______" - you can create new habits that become automatic over time, making it easier to achieve your goals without feeling overwhelmed.
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An easy trick for identifying the subject in Spanish

Duolingo | By Aroline Hanson, Ph.D.

January 2, 2025

  • In Spanish, identifying the subject of a sentence isn't as straightforward as it seems because the subject is often optional and context-dependent.
  • However, there's a secret grammar tool that helps you figure out who or what is doing the action - the verb ending.
  • Each verb ending provides information about tense (past or future), aspect (one-time or ongoing action), person (first, second, or third), and number (singular or plural).
  • By paying attention to these endings, you can usually determine who the subject is, even if it's not explicitly mentioned in the sentence.
  • For example, the verb ending "-a" in "Canta como un gato" tells us that the subject is singular and likely either he, she, or you (in formal form).
  • This way, by analyzing the verb endings, you can uncover the hidden subject of a Spanish sentence.
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How Stripe Radar responded to a new wave of card testing

Stripe

January 15, 2025

DevOps
  • Despite a global rise in fraud rates, Stripe has successfully reduced card testing attacks by 80%.
  • Recently, issuers have been approving more transactions involved in these tests due to bad actors using high-quality stolen data from sophisticated phishing scams.
  • To combat this shift towards verification attacks that use real stolen card details, Stripe developed a three-step strategy: manually blocking transactions with known stolen cards, monitoring the internet for new stolen card numbers, and employing machine learning models to identify suspicious card activities.
  • These efforts have helped block 30 million high-risk transactions, reducing disputes and keeping users safe from fraud networks.
  • Users of Stripe's Radar service benefit automatically from these enhancements without any additional changes needed on their part.
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How healthcare entities can use M&A to build and scale new businesses

Mckinsey

January 7, 2025

Backend
  • The healthcare industry has seen a shift towards alternative sources of growth and profits, with companies focusing on acquiring assets in areas such as healthcare services and technology (HST) to gain access to faster-growing profit pools.
  • This type of acquisition, known as transact-to-build M&A, allows organizations to unlock incremental value by expanding their participation in attractive new subsegments and accessing diversified earnings.
  • However, successful execution of these deals requires careful planning, including setting an "M&A blueprint" that aligns with the organization's overall strategy, building a deal model based on a deep understanding of the asset's business model, defining the end-state operating model early to guide integration decisions, investing beyond the purchase price to fully unlock value, and dedicating meaningful time to cultural and organizational change efforts.
  • By taking these steps, organizations can mitigate common pitfalls such as overreacting to market conditions, missing the mark in asset valuation, and underestimating the investments needed to realize growth.
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SNOWFLAKE: Extending a full QUERY_HISTORY

Snowflake | By Cesar Segura

January 12, 2025

  • There's an article about data science on Medium where people are continuing to discuss and share their thoughts on it by highlighting and responding to each other's comments, allowing for a conversation to unfold and build upon existing ideas.
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Google Summer of Code 2025 is here!

Google Open Source | By Open Source Programs Office (noreply@blogger.com)

January 14, 2025

  • We're asking you to help spread the word about a program called GSoC (Google Summer of Code) for next year, 2025.
  • This program lets people who are interested in open source technology share their ideas and skills with others, making a positive impact on the community.
  • If you know someone who's passionate about creating something new and helping others through coding, let them know about GSoC 2025 - it could be a great opportunity for them to shape the future of open source!.
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Delayed Fusion: Integrating Large Language Models into First-Pass Decoding in End-to-end Speech Recognition

Apple ML Research

January 18, 2025

  • There's a problem with using Large Language Models (LLMs) and Automatic Speech Recognition (ASR) systems together because it can be very slow or even impossible in some cases.
  • To solve this issue, researchers have come up with a new approach called "delayed fusion" which allows them to use pre-trained LLMs more easily with ASR systems by applying the LLM scores during decoding at a later time.
  • This makes the process faster and also reduces the number of times the LLM is asked to make predictions, resulting in better performance and speed compared to other methods when tested on a specific dataset and three different large language models.
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Align and monitor your Amazon Bedrock powered insurance assistance chatbot to responsible AI principles with AWS Audit Manager

AWS Machine Learning | By Bharathi Srinivasan

January 7, 2025

AI
Backend
Coding
Algorithms
  • To measure how well an AI-powered chatbot for insurance claims performs, you need to test it thoroughly and accurately.
  • This involves creating a set of sample prompts that represent real-life scenarios, such as getting open claims or sending reminders to policy holders.
  • You then use these prompts to see how the chatbot responds, comparing its answers to what is expected.
  • To do this, you'll use a tool called promptfoo, which helps evaluate language models like the one used in your insurance claims chatbot.
  • By testing the chatbot with various prompts and checking its responses for accuracy and relevance, you can ensure that it provides the right information to customers and only performs tasks that are predefined and safe, all while following responsible AI practices.
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Learn to Use GitHub Actions: a Step-by-Step Guide

freeCodeCamp | By Rajdeep Singh

January 16, 2025

Web
Backend
Coding
  • GitHub Actions are automated processes that help you build, test, and deploy your app from GitHub.
  • They allow you to create workflows, which are configurable automated processes that run one or more jobs, triggered by events such as pushing code, creating a new issue, or making a pull request.
  • A workflow consists of jobs, which contain steps that execute commands or actions.
  • You can create a GitHub Action in two ways: using the GitHub UI or locally with your IDE.
  • The syntax for creating a GitHub Action involves specifying the event type, workflows, jobs, and steps, including options such as name, schedule, permissions, runs-on, and shell.
  • By following these steps and understanding the syntax, you can automate various tasks, set up environments like Node.js and Deno, deploy static websites, and more.
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Eliminating Redundancies in ETL With Iceberg Tables on Snowflake

Snowflake | By Nikita Pestrov

January 14, 2025

  • There's an article on Medium about & Data Science where people are discussing it by commenting and responding to each other, likely sharing their thoughts and opinions about this topic, possibly explaining its concepts in simple terms for a wider audience.
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How to Run an Effective Daily Scrum – Tips for Team Members and Managers

freeCodeCamp | By Ben

January 17, 2025

  • The daily scrum, also known as the daily stand-up, is a short meeting held by Scrum teams to align and share their efforts towards achieving a sprint goal.
  • It typically lasts around 15 minutes and involves each team member answering three basic questions: what they did yesterday to help the team meet its goal, what they plan to do today, and if they have any obstacles or blockers in their way.
  • This meeting helps with open communication, early detection of potential issues, and a sense of shared ownership among the team members.
  • It's essential to keep this meeting brief, focused on the tasks at hand, and avoid turning it into a status report or brainstorming session, as this can derail the conversation and waste time.
  • By sticking to these principles, teams can use the daily scrum as a valuable tool for collaboration, progress tracking, and goal achievement.
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Part 2: A Survey of Analytics Engineering Work at Netflix

Netflix | By Netflix Technology Blog

January 2, 2025

  • At Netflix, various analytics and engineering teams work together to improve user engagement, content production, and accessibility through innovative technologies and data-driven approaches.
  • To measure incremental signups due to User Acquisition campaigns, a causal inference design involving synthetic control is used, allowing for more accurate estimations when compared to actual numbers.
  • Another team models the Netflix players' journey as a state machine to simulate future states and assess progress towards engagement goals.
  • The content forecasting process involves creating placeholders for future titles, estimating production phase durations, cash spend per phase, and modeling the shape of spend throughout each phase using constrained optimization.
  • Additionally, Assistive Speech Recognition (ASR) technology is used in dubbing workflows to make transcription more efficient for linguists, but rigorous analytics and measurement are essential to its success.
  • Analytics engineering plays a key role in building Netflix's deep data culture, with various teams contributing to the development of analytical capabilities and celebrating their collective impact through events like the 2024 Analytics Summit.
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Highlights from Git 2.48

Github | By Taylor Blau

January 10, 2025

Coding
  • The latest version of Git, 2.48, includes improvements for partial clones by fixing issues like infinite loops and preventing certain errors when cleaning repositories.
  • Partial clones are a more efficient way to use Git if you're interested in learning about them.
  • The update also contains various other changes, detailed in the release notes for this version and previous ones.
  • Additionally, while "origin" is typically used as a default name for remote repositories, users have the flexibility to assign different names using specific options.
  • These updates were highlighted in a blog post on The GitHub Blog.
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Software-defined hardware in the age of AI

Mckinsey

January 3, 2025

AI
Backend
Hardware
Robotics
Algorithms
  • The shift from fixed-function hardware to software-defined hardware has revolutionized many industries by allowing developers to update products and services through software rather than costly hardware upgrades.
  • This transformation was first seen in networking with Software-Defined Networking (SDN), and later in smartphones, enabling app developers to continuously redefine device capabilities.
  • The use of AI is now expanding the benefits of software-defined hardware, automating design, development, and testing stages, making it possible for more companies to create software-defined hardware and accelerate innovation.
  • With AI-enhanced software-defined hardware, devices can provide better products and services by offering personalized user experiences, optimal performance and lifetime, and improved human-machine interfaces, all while protecting users' privacy and security.
  • As the technology advances, companies must plan ahead for future upgrades, considering consumer expectations, competitive landscapes, and costs of improvements, to stay ahead in the market.
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Charting the path to patients

Mckinsey

January 9, 2025

AI
DevOps
Algorithms
  • The life sciences industry is at the forefront of innovation, driven by breakthrough technologies and deep insights into complex biological systems.
  • However, with great opportunity comes great challenge, as the industry faces intense pressure to drive relentless asset development amidst crowded R&D pipelines, compressed asset life cycles, and increasing cost pressures.
  • To remain competitive, biopharma companies must adopt approaches that optimize R&D asset strategy, including expanding indication breadth and parallelization, increasing the number of trial endpoints, and broadening the global trial footprint.
  • By leveraging advanced technologies such as AI-enabled predictive analytics, adaptive trial designs, and remote monitoring, companies can accelerate development timelines, enhance operational efficiency, and stay ahead in a rapidly evolving landscape.
  • To succeed, R&D leaders must take a holistic approach to asset strategy, balancing speed, value, and cost while embracing innovation and tailoring their approach to each asset's unique context.
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Juicebox recruits Amazon OpenSearch Service’s vector database for improved talent search

AWS Big Data | By Ishan Gupta

January 14, 2025

Web
Performance
AI
Backend
Algorithms
  • Juicebox, a platform developed by Ishan Gupta and his team, leverages Amazon OpenSearch Service to enhance talent sourcing through advanced search capabilities, overcoming traditional recruiting challenges such as slow searches, irrelevant results, and difficulty in analyzing trends.
  • By integrating technologies like BM25 for faster full-text searches and k-NN-powered vector search for understanding the context behind queries, Juicebox delivers more relevant candidate matches quickly.
  • The platform also uses scoring scripts to benchmark machine learning models accurately, provides data-driven insights via aggregations, and manages massive data ingestion efficiently through scalable pipelines, all of which contribute to a superior recruiting experience.
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Move(data) 2025 Call for Presenters is now open! | Airbyte

Airbyte

January 13, 2025

AI
Data Engg
  • The event organizers are calling out for people to share their experiences and ideas on various aspects of data management, including using artificial intelligence (AI) and machine learning in data systems, integrating different types of data from different sources, and ensuring that data moves smoothly and efficiently.
  • The presentation format is flexible, with 10-minute "lightning sessions" allowing speakers to showcase their creativity and expertise through technical talks, case studies, panels, or interviews.
  • They're providing some suggestions for topics, such as using AI in data pipelines and optimizing performance and scalability, but ultimately it's up to the individuals to decide what they want to share.
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JavaScript Substring Method

Refine.dev

December 31, 2024

  • When working with strings in JavaScript, we use the `substring()` method to extract a portion of the string.
  • This method requires two arguments, `startIndex` and `endIndex`, which tell it where to start and end the extraction.
  • If you pass a negative number for these values, JavaScript will treat them as 0, not the intended index from the end of the string.
  • To extract characters before the start, or at the end, we can use different combinations of `startIndex` and `endIndex`, such as passing 0 for `startIndex` to get the first n characters, or using `length - n` for `endIndex` to get the last n characters.
  • It's also worth noting that `substring()` differs from another similar method called `slice()`, which does support negative indices.
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What is Bluesky—and how does it compare to Twitter?

Zapier | By Harry Guinness

January 15, 2025

Web
Algorithms
  • Bluesky is a new social media platform that gives users control over their experience and allows for more freedom of expression compared to other popular platforms like X (formerly Twitter).
  • When signing up, you'll need to choose a unique username and domain name, but don't worry if the user you want to follow isn't on Bluesky yet - it's still in its infancy.
  • Once you're set up, you can customize your feeds by subscribing to different types of content, such as popular posts from friends or science news, and even create your own feed.
  • Bluesky also has strong block and mute tools, allowing you to control what you see in the app, and has an open API that makes it easy to automate workflows with tools like Zapier.
  • While it's not yet as popular as X, Bluesky is a great option for those who value independence and customization in their social media experience.
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Bluesky vs. Threads: What's the difference? [2025]

Zapier | By Harry Guinness

January 15, 2025

AI
  • Bluesky and Threads are two new social networks trying to be like Twitter, but with their own twists.
  • Bluesky focuses on being more open and free-flowing, allowing users to subscribe to different feeds and use powerful block tools.
  • However, it's still a niche network and requires some technical skills to customize your experience.
  • On the other hand, Threads is built on top of Instagram, making it easy to sign up and use if you already have an Instagram account.
  • It also has features like hiding posts with specific words or phrases, but its connection to Instagram means settings are shared between the two apps.
  • Both networks lack monetization features for now, but plan to introduce ads or premium subscriptions in the future.
  • Ultimately, neither network is perfect yet, and users can try both to see which one suits their preferences better.
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Cost-optimized log aggregation and archival in Amazon S3 using s3tar

AWS Storage | By Krishna Prasad

January 15, 2025

Cloud
DevOps
Backend
Hardware
Algorithms
  • Imagine having millions of files on your computer or cloud storage, and you need to keep them for years but also want to save space and money.
  • A company called Amazon has a solution using its S3 service that helps manage large amounts of data by storing it in different classes depending on how often it's used.
  • If the data is rarely accessed, it can be moved to a cheaper storage class.
  • However, this process can be slow and expensive if done manually.
  • To speed up the process, Amazon has introduced a tool called s3tar that helps aggregate files into larger archives, making it faster and cheaper to move them to the cheaper storage class.
  • By using s3tar, companies like yours can save up to 80% of their costs by reducing the number of file transitions and taking advantage of lower storage rates.
  • This solution is perfect for organizations with large data lakes that need to balance data retention with cost savings, making it easier to manage and store data while staying compliant with regulations.
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Rewiring technology to better serve customers and the business

Mckinsey

January 16, 2025

AI
Backend
  • Verizon Consumer and Business Group's technology function was slow to adapt to changing consumer habits and technologies, so they decided to transform their organization from focusing on channels and platforms to supporting complete customer journeys.
  • This shift required changes in architectural and operational systems, as well as investing in new technologies like generative AI, to deliver better products and services more quickly.
  • The company moved its critical loads to the public cloud, reimagined data and algorithms, upskilled employees, and changed their ways of working from a traditional waterfall model to an agile delivery model.
  • They also rewired their organization, bringing together people who had never worked together before, and shifted the focus from individual applications to customer experiences.
  • This transformation allowed Verizon to deliver innovative solutions like AI contact centers, chatbots, and conversational AI, and enabled them to capitalize on generative AI.
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How to secure your GitHub Actions workflows with CodeQL

Github | By Alvaro Munoz

January 9, 2025

  • When using GitHub Actions to automate tasks, it's essential to avoid potential security risks such as file overwrites and pollution of the workspace.
  • To achieve this, minimize the use of environment variables and output variables from artifact content, and always validate their contents before using them in subsequent steps or other workflows.
  • Additionally, be cautious when defining workflows that rely on repository checks, issue comments, or actor checks, as these methods are not effective in preventing malicious code execution.
  • Instead, consider adopting a label gates approach to trigger specific actions, which allows for more granular control and better security.
  • It's also recommended to use the new CodeQL support for GitHub Actions, which helps prevent supply chain attacks by scanning your repository for various vulnerabilities.
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How to Programmatically Highlight Text with the CSS Custom Highlight API

freeCodeCamp | By Joe Attardi

January 15, 2025

Web
  • When you want to highlight text on a web page without making users manually select it, there are two main ways to do this: using the <mark> element or the CSS Custom Highlight API.
  • The <mark> element is a simple way to highlight text, but it can be cumbersome and invalid HTML if you need to highlight multiple areas of text that span across different elements.
  • On the other hand, the CSS Custom Highlight API provides a more flexible and dynamic way to highlight text without adding any extra HTML markup or modifying the document object model (DOM).
  • With this API, you can create custom highlights that can be applied to one or more ranges of text, modified at runtime, and even removed altogether.
  • This makes it easy to apply highlighting effects for various use cases such as search results, important information, or user-defined highlights in e-reading apps.
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Cost Optimized Vector Database: Introduction to Amazon OpenSearch Service quantization techniques

AWS Big Data | By Aruna Govindaraju

January 9, 2025

Performance
AI
Algorithms
  • As more businesses use artificial intelligence to analyze data, they need advanced search features that can quickly find and retrieve relevant information from large databases.
  • To make this possible, a new technology called semantic search uses mathematical equations to transform different types of data into a common language that computers can understand.
  • However, as the volume of data grows, it becomes increasingly difficult for computers to process and store all of this information efficiently.
  • To address this problem, researchers have developed techniques called quantization that allow them to compress large amounts of data into smaller, more manageable pieces while still maintaining its accuracy.
  • By using these compression techniques, businesses can save money on computing costs, reduce their environmental impact, and develop more scalable systems for analyzing data.
  • A popular database management system called OpenSearch offers several built-in quantization techniques that can be easily integrated with existing search applications to improve their performance and efficiency.
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NVIDIA Releases NIM Microservices to Safeguard Applications for Agentic AI

Nvidia | By Kari Briski

January 16, 2025

Performance
AI
DevOps
Backend
  • Artificial intelligence (AI) agents are being developed to help people work more efficiently by performing various tasks, but ensuring these AI systems are safe and secure is a major concern.
  • To address this issue, NVIDIA has created "NeMo Guardrails," a set of software tools that helps companies build trustworthy AI systems.
  • These tools include microservices that can detect and prevent potentially harmful or biased outputs from AI models, as well as guardrails that keep conversations on track and prevent jailbreak attempts.
  • Companies like Amdocs, Cerence AI, and Lowe's are already using NeMo Guardrails to develop safer and more reliable AI-powered customer service systems, and NVIDIA is making these tools available for free to help developers and enterprises build secure AI applications.
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Bun v1.1.44

Bun

January 16, 2025

Web
Security
Backend
Data Science
  • Bun, a fast JavaScript runtime, has just released a new version with many improvements and bug fixes.
  • These changes make it easier to use Bun for web development, improve its compatibility with Node.js, and enhance its features such as locking files, hash functions, and integrity checks.
  • Additionally, the release includes fixes for several issues that were affecting users, including problems with Axios, happy-dom, IPC messaging, Jest tests, and more.
  • The team also updated root certificates and improved support for bundling dependencies in packages published to the registry.
  • Overall, this new version of Bun provides a smoother experience and better performance for developers using the platform.
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Unveiling a New Era of Local AI With NVIDIA NIM Microservices and AI Blueprints

Nvidia | By Jesse Clayton

January 8, 2025

AI
Backend
  • NVIDIA has launched the RTX AI Garage series to help developers and enthusiasts learn about its cutting-edge technology and build AI agents, creative workflows, digital humans, productivity apps, and more on their PCs.
  • This comes with new AI foundation models available on NVIDIA RTX AI PCs that take digital humans, content creation, productivity, and development to the next level, powered by GeForce RTX 50 Series GPUs which deliver up to 3,352 trillion AI operations per second of performance.
  • The NIM microservices offered by NVIDIA help address challenges in bringing AI advancements to PCs by providing prepackaged, state-of-the-art AI models optimized for PCs, and can be installed with a single click.
  • This technology will accelerate AI innovation on PCs, allowing users to quickly download and run these microservices on Windows 11 PCs using Windows Subsystem for Linux (WSL), making it easier to create and innovate with cutting-edge AI models.
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New GeForce RTX 50 Series GPUs Double Creative Performance in 3D, Video and Generative AI

Nvidia | By Gerardo Delgado

January 7, 2025

AI
Hardware
Algorithms
  • NVIDIA has unveiled its GeForce RTX 50 Series Desktop and Laptop GPUs at CES, which are designed to power the next era of generative and agentic AI content creation.
  • These new GPUs can run creative generative AI models up to 2x faster in a smaller memory footprint compared to the previous generation, making it possible for creators to generate sensational results without the need for expensive hardware.
  • The RTX 50 Series comes with various software updates, including two new AI-powered NVIDIA Broadcast effects and an updated user interface that allows users to apply more effects simultaneously.
  • Additionally, these GPUs feature ninth-generation NVIDIA encoders for advanced video editing and livestreaming, and come with support for multi-view HEVC (MV-HEVC) codecs to unlock 3D video formats in the near future.
  • The RTX 50 Series also includes unprecedented 3D render performance, with a new fourth-generation RT Cores that can run 3D applications 40% faster and 32GB of GPU memory - the largest ever offered on a GeForce RTX GPU.
  • This enables 3D artists to build larger, richer worlds while using multiple applications simultaneously.
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How to write an executive summary (with a template and generator)

Zapier | By Dylan Reber

January 17, 2025

  • An executive summary is a concise overview of a business plan or document, summarizing its key points and solutions to problems.
  • To write one, review the document thoroughly, then create an outline with sections for introduction, problem statement, solution, and conclusion.
  • The introduction should clearly state what the document is about and who it's intended for; the problem statement should highlight any issues or opportunities being addressed, backed by relevant data if possible; the solution section should outline critical steps needed to solve the problem, also supported by data when applicable; finally, the conclusion should restate main points and suggest next actions.
  • A well-crafted executive summary is typically concise, engaging, informative, and actionable, making it a valuable tool for communicating complex ideas to busy executives or stakeholders, helping them make informed decisions with minimal reading time.
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CES 2025: AI Advancing at ‘Incredible Pace,’ NVIDIA CEO Says

Nvidia | By Brian Caulfield

January 7, 2025

Performance
AI
Backend
Hardware
Robotics
  • At CES 2025, NVIDIA's founder and CEO Jensen Huang unveiled several groundbreaking technologies that are advancing gaming, autonomous vehicles, robotics, and agentic AI at an incredible pace.
  • He introduced the NVIDIA Cosmos platform, which enables physical AI by processing text, image, and video prompts to create detailed virtual environments for robotics and AV simulations.
  • The company also announced the GeForce RTX 50 Series GPUs, which offer stunning visual realism and unprecedented performance boosts with features like DLSS 4, RTX Neural Shaders, and RTX Mega Geometry.
  • Huang also showcased NVIDIA's AI foundation models, which can supercharge digital humans, content creation, productivity, and development on any cloud or device.
  • Additionally, he unveiled the NVIDIA DRIVE Hyperion AV platform for autonomous vehicles and the Project DIGITS personal AI supercomputer, powered by the GB10 Grace Blackwell Superchip, which will launch in May.
  • These innovations aim to revolutionize various industries and pave the way for rapid breakthroughs in general robotics.
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NVIDIA Unveils ‘Mega’ Omniverse Blueprint for Building Industrial Robot Fleet Digital Twins

Nvidia | By Madison Huang

January 7, 2025

Web
Performance
AI
Robotics
Algorithms
  • A new technology called "Mega" was announced by NVIDIA at CES, which enables companies to develop and test digital twins of their physical facilities, such as warehouses and factories, using artificial intelligence (AI) and robotics.
  • This allows them to optimize operations, improve safety, and reduce disruptions by simulating different scenarios in a virtual environment before implementing them in real life.
  • The technology uses NVIDIA's Omniverse platform, which combines AI, computer vision, and simulation to create highly accurate digital twins of physical facilities.
  • Companies like KION Group are already using Mega to optimize their warehouse operations, and Accenture is offering new services based on the technology to help organizations improve their factory and warehouse design and ongoing operations.
  • This technology has the potential to revolutionize the way companies manage their supply chains and factories, making them more efficient and agile in responding to changing market conditions.
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Visual Document Retrieval Goes Multilingual

HuggingFace

January 10, 2025

  • Researchers have developed a new AI model called "vdr-2b-multi-v1" that can retrieve documents visually across multiple languages and domains without needing to read or extract text from them first.
  • This model uses a dataset of over 500,000 high-quality samples in five different languages - Italian, Spanish, English, French, and German - which is the largest open-source multilingual synthetic dataset for visual document retrieval.
  • The model can encode documents into compact vector representations, allowing for fast and efficient search and query of visually rich documents across languages.
  • It performs better than previous models on real-world scenarios, such as searching for German documents with Italian queries, and has been shown to improve performance in cross-lingual retrieval by up to 2.3% on average.
  • The model's efficiency also allows it to run faster and use less memory compared to other models, making it a promising tool for various applications, including document search and retrieval in linguistically fragmented regions like Europe.
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.NET Aspire小贴示 – 管理容器和数据生命周期

Microsoft Devblogs | By Eddie Chen

January 17, 2025

Cloud
  • When building a distributed application, .NET Aspire allows you to create and manage containers, such as Redis servers, using simple commands in code.
  • By setting the lifetime of a container to persistent, it will be reused across multiple app host runs, even if the app host is stopped or restarted, allowing for faster development sessions and easier data backup.
  • You can also specify a custom name for the container and use a specific volume to store its data, giving you fine-grained control over how your resources are managed and persisting your application's state between different instances.
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The most common academic English phrases (and how to use them!)

Duolingo | By Joyce Lim, Ph.D.

January 15, 2025

  • Academic English often differs from everyday spoken English by being more formal and structured, with specific expressions frequently used to communicate ideas clearly in academic settings such as lectures, essays, and research papers.
  • Key phrases include transition words like "in terms of" or "on the other hand," which help organize thoughts, contrast different perspectives, and clarify concepts.
  • Expressions indicating cause and effect, purpose, and quantification are also common, aiding in defining ideas, describing processes, and specifying examples.
  • While knowing all these expressions isn't necessary for success, familiarity with them enhances clarity and logic in academic writing.
  • These phrases were identified through analysis of the Cambridge Academic English Corpus, a vast collection of data from various U.K.
  • and U.S.
  • academic texts.
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eBay Design Team Reflects On a Transformative 2024

Ebay | By eBay News Team

January 16, 2025

  • In January 2025, eBay's Design Team reflected on their transformative year of 2024, highlighting key moments and innovations they achieved.
  • The standout launch was eBay Evo, a new brand and design system aimed at ensuring consistent and flexible user experiences across eBay platforms.
  • To aid in the rollout, an eBay Playbook was created to guide teams and partners through implementation.
  • Other significant updates included a major refresh of the homepage, the introduction of a fashion hub, and redesigned View Item and Search Results pages.
  • According to eBay Design VP Aaron Carambula, these developments are part of their ongoing efforts to refine processes and create tools that enhance both design impact and overall user experience on eBay.
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Building an AI Context Pipeline | Airbyte

Airbyte

January 15, 2025

Database
AI
Backend
  • The document discusses how to enhance AI applications by transforming and preparing data for different user needs.
  • It highlights two main approaches: using RAG (Retrieval-Augmented Generation) to answer specific questions in a chat interface during sales calls, and employing SQL queries through tools to provide precise numerical answers like counting open deals for managers.
  • The process involves creating document collections from Salesforce data that LLMs (Large Language Models) can easily use, embedding this information, and integrating various interfaces such as hybrid search and function calling.
  • This ensures both specific and aggregated data needs are met efficiently, allowing users to interact seamlessly with the AI applications through a well-structured context pipeline, supported by Airbyte's text-to-SQL capabilities for enriched interactions.
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Yuhki Yamashita on ‘user love’ as the fuel for product-led growth

Mckinsey

January 10, 2025

Performance
AI
  • Yuhki Yamashita, chief product officer at Figma, believes in building "user love" to create successful products and communities.
  • He shares that Figma's growth came from being accessible through a URL, making it easy for people to collaborate and share designs.
  • To build user love, Yamashita emphasizes the importance of lowering barriers to adoption, connecting with users and communities, and getting feedback to evolve the product.
  • He also believes in blurring boundaries between design and other functions, allowing anyone to contribute to the design process.
  • With generative AI (gen AI) tools, Figma aims to make design more accessible and efficient, but Yamashita warns that gen AI doesn't replace creativity or problem-solving, and human relationships are still crucial for honest feedback.
  • He advises organizations to focus on building relationships with users in a human way, rather than solely focusing on metrics or goals, to truly understand what people love about their product.
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Europe in the intelligent age: From ideas to action

Mckinsey

January 17, 2025

AI
Algorithms
  • Europe's competitiveness in the global economy is at risk due to its lagging behind in certain technologies such as AI, semiconductors, and cloud computing compared to the US and China.
  • If Europe fails to close this technology gap, it could lose €2-4 trillion worth of GDP contributions by 2040, which is equivalent to its current annual funding for net zero, defense, and healthcare combined.
  • To address this issue, a group of experts propose a strategic framework that includes targeted strategies for key technologies, private sector-led lighthouse initiatives, and public sector grands projets to create a more investment-friendly environment.
  • This would involve identifying areas where Europe has strengths and weaknesses, scaling up and commercializing nascent technology areas, and realigning resources where necessary.
  • By working together, the private and public sectors can create momentum for change and help Europe increase its economic and technological competitiveness in the global economy.
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A comprehensive guide to NIS2 Compliance: Part 2 – Understanding NIS2 requirements

Canonical | By João Hellmeister (João Hellmeister)

January 17, 2025

Security
  • To ensure cybersecurity compliance with the EU's NIS2 Directive, companies should implement robust access control measures, such as multi-factor authentication and secure communication systems.
  • This includes using methods like TOTP or biometrics to enhance security.
  • The directive allows member states to enforce stricter regulations but not less than required by the directive itself.
  • Additionally, there are new stringent incident reporting requirements divided into a three-step process.
  • Organizations must train personnel effectively to meet these tight timelines.
  • Canonical offers support for achieving compliance through services like Ubuntu Pro, which provides extended security maintenance and tools for patching automation and compliance auditing.
  • Further resources on EU regulations and infrastructure hardening approaches can help organizations strengthen their cybersecurity measures.
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The McKinsey Crossword: 2024 Year in Review | No. 215

Mckinsey

January 14, 2025

  • You have two options to participate in the puzzle - you can play it online interactively or print and solve it on paper when you're ready.
  • To stay updated, check back every Tuesday for a new challenge, or sign up to receive an alert each week about the next puzzle.
  • Additionally, you can visit a page that shows all available puzzles if you want to access them directly.
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Building a shared vision for pharma R&D–supplier partnerships

Mckinsey

January 9, 2025

AI
DevOps
Algorithms
  • The biopharmaceutical industry has seen significant growth and innovation in recent years, with a 60% increase in Phase I candidates and a shift towards outsourcing research and development activities to contract organizations and suppliers.
  • To maximize value from these partnerships, pharmaceutical companies can focus on "maturing" their relationships by increasing transparency, aligning incentives, improving data governance and communication, and establishing clear operational expectations.
  • This can be achieved through strategic partnership archetypes such as strategic, innovation, productivity, and performance-based partnerships, which require tailored engagement strategies to drive innovation and efficiency.
  • By investing in a best-in-class procurement function, aligned business-procurement relationships, efficient leadership, and robust technology integration capabilities, pharmaceutical companies can unlock the full potential of their supplier relationships, reduce costs, enhance R&D productivity, and accelerate drug development to address unmet patient needs.
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Mitigating risk: AWS backbone network traffic prediction using GraphStorm

AWS Machine Learning | By Jian Zhang

January 15, 2025

Cloud
AI
Backend
Data Science
Algorithms
  • The company AWS has a massive global network called the AWS backbone network, which connects over 34 regions and hundreds of data centers across the world.
  • To keep this complex system running smoothly, they need to predict how changes in one part of the network might affect traffic patterns and performance everywhere else.
  • They use machine learning techniques, specifically something called graph neural networks (GNNs), to analyze the network's structure and make predictions about future traffic flows.
  • By using these models, AWS can better manage network disruptions, such as congestion or outages, and improve overall safety and efficiency.
  • The company has shared their approach with others, including a tool called GraphStorm that allows developers to build similar GNN-based systems for various applications, like predicting air cargo demands between airports or simulating traffic flow in cities.
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Big Tech earns enough in less than 3 weeks to pay all 2024 fines

Proton | By Richie Koch

January 17, 2025

Mobile
  • In 2024, major tech companies like Apple, Google, Meta, Amazon, and Microsoft were collectively fined $8.2 billion by governments worldwide for anti-competitive practices and privacy violations.
  • However, these fines are insignificant to their massive revenues; for instance, Google can cover its fines in just over three weeks using its free cash flow, while Amazon can do so in a single day.
  • Despite the substantial fines, such penalties have not effectively deterred these companies from continuing their monopolistic behaviors.
  • Regulators and lawmakers are exploring more impactful measures like the EU's Digital Markets Act to enforce fairer competition by demanding changes rather than imposing symbolic fines.
  • While some legal actions, such as cases against Google in the U.S., seek to dismantle monopolies through remedies like breaking up parts of companies, achieving a genuinely fair internet will require persistent global efforts and time.
  • Meanwhile, users can protect their privacy by using end-to-end encrypted services.
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Guest Blog: Leap Forward with Modern AI using Microsoft 365 Agents SDK and Semantic Kernel

Microsoft Devblogs | By Sophia Lagerkrans-Pandey

January 17, 2025

Web
Cloud
AI
DevOps
  • Microsoft has introduced a new tool called Microsoft 365 Agents SDK that allows developers to build more advanced and intelligent applications using AI technology.
  • This tool integrates with another powerful tool called Semantic Kernel, which enables developers to create context-aware applications that can understand user intent and provide accurate responses.
  • By combining these two tools, developers can create more seamless and interactive experiences for users across various platforms such as Microsoft Teams, web chat, and other channels.
  • This represents a significant leap forward in AI-driven solutions, allowing developers to build applications that are more intelligent, user-friendly, and efficient, ultimately enhancing user experiences and streamlining workflows.
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The McKinsey Crossword: Play Time | No. 214

Mckinsey

January 7, 2025

  • You can play an interactive puzzle or download and print it out when you're ready.
  • You can also check back every Tuesday for new puzzles or sign up to get a weekly reminder of when the next challenge is available.
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Just the gist: Constructing GeoJSON.io URL in Snowflake

Snowflake | By Venkat Sekar

January 17, 2025

  • On a platform called Medium, people are sharing their thoughts and opinions about data science by reading and commenting on articles related to this topic.
  • Data science is the practice of extracting valuable insights from large amounts of data using various techniques and tools.
  • This conversation on Medium allows individuals to engage with each other's ideas, learn from others' experiences, and continue the discussion around how data science can be applied in different fields and industries.
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Thriving workplaces: How employers can improve productivity and change lives

Mckinsey

January 16, 2025

AI
DevOps
Summary Not Available
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Powering the energy transition: Why IT modernization can't wait

Thoughtworks | By Sebastian Werner, Rahul Punjabi, Max Griffiths

January 15, 2025

  • The article "Powering the energy transition: Why IT modernization can't wait" emphasizes the urgent need for updating and enhancing information technology systems to support the shift towards sustainable energy sources.
  • As the world moves away from fossil fuels toward renewable energy, efficient and advanced IT infrastructure is crucial for managing this complex transition effectively.
  • Modernizing these systems ensures that data management, communication, and operational processes are optimized, reducing inefficiencies and increasing reliability in the delivery of clean energy.
  • Delaying these upgrades could hinder progress in combating climate change, making it essential to prioritize IT modernization as a foundational step in achieving global sustainability goals.
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Bun v1.1.45

Bun

January 17, 2025

Backend
Data Science
  • A new update has been made to a tool called Bun, which helps build and run JavaScript applications.
  • This update fixes 13 bugs and makes it more compatible with another tool called Node.js.
  • It also adds features like encryption methods (such as diffieHellman) and improves how Bun handles digital certificates.
  • Additionally, it fixes some issues that caused problems when trying to create directories or import modules with specific URLs, which were causing the application to hang or crash.
  • This update aims to make Bun a more reliable tool for building JavaScript applications in the future, especially since 82% of tests from Node.js now pass in Bun.
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VulnWatch: AI-Enhanced Prioritization of Vulnerabilities

Databricks

January 3, 2025

  • Many organizations struggle to decide which new security threats they should focus on fixing first because they use so many different libraries from other companies within their own systems.
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KG-TRICK: Unifying Textual and Relational Information Completion of Knowledge for Multilingual Knowledge Graphs

Apple ML Research

January 13, 2025

AI
  • Multilingual knowledge graphs (KGs) are collections of information with connections and text about various topics across different languages, but they often lack complete data, especially in non-English languages.
  • To enhance these KGs by filling in missing details—whether links between entities or additional text descriptions—a new method called KG-TRICK has been developed.
  • This innovative approach combines two tasks: predicting missing links (Knowledge Graph Completion) and adding missing textual information (Knowledge Graph Enhancement), showing that they can effectively support each other when combined into one system.
  • Furthermore, using data from multiple languages improves the quality of these knowledge graphs.
  • To aid this development, researchers have created WikiKGE10++, a comprehensive benchmark with over 25,000 entities in ten languages designed to test and improve the ability to fill in missing information within KGs.
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Meet the .NET Team at NDC London 2025

Microsoft Devblogs | By Mehul Harry

January 16, 2025

Cloud
AI
  • If you're attending NDC London 2025, Microsoft will be there to showcase the latest developments in .NET and Azure integration, including AI-powered tools for building modern applications.
  • At the conference, you can expect a keynote from Scott Hanselman on the future of development, over 27 technical sessions led by experts, live demos, interactive activities, and opportunities to network with the community.
  • You'll also have the chance to schedule one-on-one meetings with Microsoft speakers, learn about migrating your apps to Azure, and get exclusive swag.
  • By attending, you can sharpen your skills, discover new tools, and connect with fellow developers, making it a valuable experience for everyone in the .NET community.
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AMD Delivers Sharper Sight - and Smarter Insight - for VLMs

AMD | By AMD_AI

January 9, 2025

AI
Backend
Robotics
  • Visual Language Models (VLMs) combine visual and text data to solve complex tasks across various fields, such as traffic prediction, medical scan analysis, and shopper behavior tracking.
  • AMD enhances these models with techniques that speed up and improve their accuracy without altering their core design.
  • They use methods like mixed-precision training and parallel processing to handle multi-modal tasks more efficiently.
  • By optimizing the pretraining and fine-tuning processes, AMD allows VLMs to deliver faster, context-aware responses while reducing costs and deployment time.
  • Additionally, AMD's hardware and software improvements tackle challenges in interpreting sequences of images or videos, making these models suitable for applications that require understanding over time, like video analysis or medical imaging progression.
  • This is supported by AMD Instinct GPUs and the ROCm software stack, which ensure compatibility with popular AI frameworks and enable flexible deployment across various platforms from edge devices to data centers.
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6 ways to automate MySQL

Zapier | By Nicole Replogle

January 16, 2025

Web
  • If you use a database called MySQL to manage your business's information, such as customer leads or sales data, using it manually can be time-consuming and prone to errors.
  • However, with the help of Zapier, which connects thousands of apps and tools, you can automate various tasks in MySQL, turning it into a central source of truth for your organization.
  • This means you can automatically add new leads from social media or paid ads directly to your database, send notifications to team members when something changes, collect form responses and send them to the right places, update related records across multiple tables, and even push information from other apps to MySQL using webhooks.
  • By automating these tasks, you'll save time, reduce errors, and make better business decisions with more accurate data.
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NVIDIA and IQVIA Build Domain-Expert Agentic AI for Healthcare and Life Sciences

Nvidia | By Kimberly Powell

January 13, 2025

AI
  • IQVIA, a leading provider of clinical research services, has partnered with NVIDIA to create advanced AI tools for the healthcare industry.
  • These tools will help accelerate research and development by automating tasks such as document generation, patient recruitment, and data extraction from large amounts of text and graphics in medical files.
  • By using NVIDIA's AI Foundry platform and IQVIA's vast network of healthcare information, they aim to reduce the time it takes for new treatments and therapies to reach patients, ultimately improving outcomes.
  • This partnership combines the strengths of both companies to bring about innovative solutions that are grounded in patient safety, privacy, and regulatory compliance, setting a new standard for responsible AI use in healthcare.
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A Deep Dive into JVM Start Up

Java | By ["BillyKorando"]

January 9, 2025

  • I couldn't find any given content to summarize.
  • Please provide the content you'd like me to summarize for you.
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Serverless ICYMI Q4 2024

AWS Compute | By Eric Johnson

January 16, 2025

Web
Performance
Cloud
AI
DevOps
Security
Backend
Network
  • The AWS Serverless ICYMI recap for Q4 2023 highlights several key developments and enhancements in serverless technology at AWS re:Invent 2024.
  • AWS celebrated a decade of success with Lambda and Amazon ECS, showcasing improvements to enhance developer experiences like the new Code-OSS editor and CloudWatch integration in Lambda.
  • Features such as Predictive Scaling and enhanced observability for ECS were introduced, while Amazon EventBridge saw significant latency reductions.
  • New runtime support for Python 3.13 and Node.js 22 was added to AWS Lambda, along with updates to event source mapping metrics.
  • Additional improvements included a more intuitive local IDE experience, secure connectivity options via PrivateLink, and expanded testing capabilities in Amazon ECS.
  • The recap also notes the launch of serverless tools like Amplify AI Kit and AppSync Events for building real-time applications, providing a comprehensive overview of recent advancements and resources available for developers exploring serverless technologies on AWS.
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Permissions and ACL for AI Use Cases | Airbyte

Airbyte

January 14, 2025

Backend
  • When accessing information through APIs, whether or not you provide your email address affects what data you receive.
  • If your email is included, the information returned is limited to what you're allowed access to, thanks to additional filtering by both the context collection system and a language learning model (LLM).
  • Without an email address, however, you'll get access to all available content within the filtered collection, meaning fewer restrictions on the data provided.
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Supporting the next generation of developers

Github | By Morgan Ersery

January 17, 2025

AI
DevOps
  • GitHub Education and Hack Club are collaborating to empower young people globally by providing free access to development tools and opportunities for open source contributions, aiming to inspire one billion individuals to become developers.
  • Their initiatives focus on creating a safe and inclusive environment for new developers of all ages, encouraging them through programs like the GitHub Student Developer Pack and GitHub Copilot.
  • Hack Club, a significant partner, connects over 39,000 teen hackers worldwide, enabling them to work on projects, learn valuable skills, and join an engaged community.
  • Through campaigns like High Seas and Summer Arcade, teens can participate in creative challenges and win prizes, fostering early engagement with coding.
  • The efforts are impactful as they promote self-directed learning, global collaboration, and skill development, illustrated by success stories of young developers creating innovative projects worldwide.
  • These initiatives highlight the potential for youth to drive future tech innovations through open source contributions.
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The McKinsey Crossword: Get Cracking | No. 213

Mckinsey

December 31, 2024

  • You have two options to engage with puzzles - either play the interactive version online or print out the puzzle and solve it by hand when you're ready.
  • You can also check back each Tuesday for new puzzles or sign up to receive a weekly alert when a new challenge becomes available, and if you want to see all previous puzzles, there's an option for that too.
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From paper to pixels: The journey to a Digital Feedback Platform

McDonald's Tech Blog | By Global Technology

January 14, 2025

Web
Mobile
Cloud
  • McDonald's wanted to improve its customer feedback system because the old method was time-consuming and limited participation.
  • The new digital platform allows customers to provide quick and easy feedback on their mobile devices by using a combination of AWS services, including Lambda functions, DynamoDB tables, and microservices.
  • With this modernized system, McDonald's saw higher participation rates, improved engagement from customers, and more valuable insights into customer experiences.
  • By transforming the traditional paper-based feedback system into a digital one, McDonald's made it easier for customers to share their thoughts, resulting in a more appealing and efficient way of gathering customer feedback.
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TikTok ban: Switching to RedNote? Your privacy is at stake.

Proton | By Edward Komenda

January 17, 2025

Web
DevOps
Security
Network
  • A federal law has banned TikTok in the US starting January 19 unless its China-based parent company sells it, and many users are switching to RedNote, a similar app owned by Xiaohongshu.
  • However, both apps collect vast amounts of personal data from users, including location information, browsing habits, device identifiers, and even keystrokes, raising concerns about their ties to Chinese national security laws that require companies to share user data with the government.
  • This can lead to censorship and suppression of politically sensitive topics, shaping public discourse in ways users may not notice.
  • To protect your privacy, it's essential to understand how these platforms collect and use your information and take steps such as using secure email services, reading privacy policies, creating email aliases, avoiding app tracking permissions, and enabling dark web monitoring with Proton Mail.
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SLiCK: Exploiting Subsequences for Length-Constrained Keyword Spotting

Apple ML Research

January 9, 2025

  • Researchers found that spotting specific words on devices with limited resources is difficult because words come in different lengths.
  • However, they noticed that most words are relatively short and have a fixed maximum length, which can be used to make the task more manageable.
  • They developed a new method called SLiCK, which uses this idea to identify words more efficiently by breaking them down into smaller parts, or subsequences.
  • This approach improves word recognition accuracy on devices with limited resources by learning relationships between spoken words and their text representations at a finer level of detail, allowing it to better distinguish similar-sounding words.
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Web Engineering: Hack Week 2024

Canonical | By Anthony Dillon (Anthony Dillon)

January 8, 2025

  • We're excited to share our open-source projects with you, which are designed to be accessible to everyone.
  • Our goal is to learn how to create successful and inclusive projects by understanding what makes them work well.
  • By participating in these projects, we can gain valuable knowledge, share ideas, and promote transparency and freedom.
  • This initiative is a great opportunity for us to grow as a team while making open-source software more collaborative and user-friendly.
  • If you're interested in learning more about our projects or have any questions, please don't hesitate to reach out to us through the issues section.
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The case of the crash when trying to erase an element from a std::set

Microsoft Devblogs | By Raymond Chen

January 17, 2025

Coding
  • A program was crashing when trying to remove an element from a set of pointers to objects called Widgets.
  • The crash occurred because the memory where the set was stored had already been freed, meaning it was no longer available for use by the program.
  • This happened because the set was being destroyed before one of its elements, which tried to erase itself from the set after it had already been removed.
  • To fix this issue, the program needed to be modified so that it doesn't try to erase objects from the set when it's being shut down, and instead waits until all objects have finished their own destruction process before removing them from the set.
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AI Reality VS Speculation with Google Machine Learning Engineer Jiquan Ngiam [Podcast #156]

freeCodeCamp | By Quincy Larson

January 17, 2025

AI
  • A podcast episode features an interview with Jiquan Ngiam, a former Google Brain engineer who's working to make artificial intelligence (AI) accessible to everyone.
  • The conversation discusses how AI really works, its capabilities and limitations, and ways for both non-technical people and developers to use AI effectively.
  • They also explore practical applications of AI in everyday life, such as using tools to make large spreadsheets more manageable.
  • The interview provides a clear-eyed look at the potential of AI beyond the hype surrounding it, with links to Jiquan's company, articles, and research papers mentioned during the conversation available for further reading or viewing.
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Learn the Lisp Programming Language

freeCodeCamp | By Beau Carnes

January 15, 2025

DevOps
  • Lisp is a programming language with over six decades of influence on computer science and has shaped various paradigms such as functional programming and code manipulation.
  • A new course on the freeCodeCamp.org YouTube channel teaches beginners about Common Lisp, one of the most popular dialects of Lisp, through hands-on tutorials that cover topics from basic coding to advanced concepts like object-oriented programming and memory management.
  • The course is taught by a DevOps engineer who loves Lisp and is designed for anyone curious about the language or seeking to enhance their skills with timeless programming concepts, making it perfect for developers looking to expand their knowledge of different programming paradigms and gain unique perspectives on problem-solving and program architecture.
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A comprehensive guide to NIS2 Compliance: Part 1 – Understanding NIS2 and its scope

Canonical | By João Hellmeister (João Hellmeister)

January 15, 2025

Security
  • The EU NIS2 Directive, which took effect from October 18, 2024, builds on its predecessor by expanding its scope from seven to sixteen sectors and introducing stricter requirements such as a shorter incident reporting window and increased fines.
  • It differentiates between Essential and Important entities based on sector criticality and size, with Essential entities receiving proactive supervision and Important ones being supervised reactively.
  • The directive's implementation is dependent on member states transposing it into national law by October 17, 2024.
  • Canonical offers support for NIS2 compliance through its Ubuntu Pro service, which provides security maintenance, patching automation, and compliance tools to help organizations embed security into their infrastructure.
  • Additional resources are available for those interested in further exploring EU regulations and cybersecurity compliance strategies.
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Title Launch Observability at Netflix Scale

Netflix | By Netflix Technology Blog

January 7, 2025

Performance
Backend
Algorithms
  • To make title launches seamless and discoverable at Netflix, Varun Khaitan and his team took a thoughtful approach to understanding the broader context before solving immediate problems.
  • They identified stakeholders impacted by the issue, mapped the current landscape, clarified the core problem of ensuring every title is treated fairly by personalization systems, assessed business priorities, and defined "Title Health" as a concept to capture nuances in maintaining each title's visibility and performance.
  • By categorizing issues into setup, personalization systems, and algorithms, they could systematically address challenges and deliver a personalized experience for every title.
  • They chose to focus on proactive issue detection first, catching problems before launch to ensure smoother launches, better member experiences, and stronger system reliability, laying the foundation for a scalable system that can grow with their evolving platform.
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Putting people at the center of the R&D talent model in life sciences

Mckinsey

January 9, 2025

AI
Backend
  • The life sciences industry is experiencing rapid growth and innovation, but it's facing a major challenge - finding and retaining talented workers who have the skills needed to drive this progress.
  • Our research shows that while there are many skilled professionals in the field, they often lack experience in emerging areas like AI and digital trial enablement.
  • At the same time, companies are struggling to attract and keep these workers due to factors such as limited career flexibility, ineffective training, and poor leadership.
  • To succeed, organizations need to rethink their talent model and invest in programmatic learning journeys, foster collaboration and a culture of innovation, and create an environment where employees can thrive.
  • By doing so, they can build a workforce that's equipped with the necessary skills and experiences to support the future R&D portfolio and drive sustained success in a competitive landscape.
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NVIDIA Statement on the Biden Administration’s Misguided ‘AI Diffusion’ Rule

Nvidia | By Ned Finkle

January 13, 2025

AI
Hardware
  • The US has been a leader in computing and software for decades due to its hands-off approach to innovation, allowing American companies to compete globally on merit without compromising national security.
  • However, the current Biden Administration's new "AI Diffusion" rule threatens to undermine this leadership by imposing bureaucratic control over the design and marketing of leading technologies worldwide.
  • This move is seen as a mistake that will stifle competition, weaken America's global competitiveness, and potentially squander its technological advantage in AI and beyond, ultimately hurting the US economy and interests.
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Efficiently build and tune custom log anomaly detection models with Amazon SageMaker

AWS Machine Learning | By Nitesh Sehwani

January 6, 2025

Cloud
AI
Backend
Algorithms
  • Amazon SageMaker is a tool used by developers to build and train artificial intelligence models, including anomaly detection systems that identify unusual patterns in data.
  • To use it, you first need to prepare your data by processing it into a usable form, which can be done using either decentralized or distributed methods.
  • Once the data is ready, you can use SageMaker's automated pipeline feature to run multiple training iterations with different combinations of settings (called hyperparameters) and select the best-performing model.
  • This entire process - from data preparation to model selection - can be completed automatically by a single script, freeing up time for other tasks.
  • The final step is to register the selected model in SageMaker's Model Registry, making it available for use by others.
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Go 1.23.5-1 and 1.22.11-1 Microsoft builds now available

Microsoft Devblogs | By Davis Goodin

January 17, 2025

  • Microsoft has released new updates for its Go programming language builds, incorporating important security fixes to enhance protection and stability.
  • These updates are available for download now.
  • Specifically, two versions have been updated: v1.23.5-1go, which corresponds with upstream tag v1.23.5, and v1.22.11-1go, corresponding with upstream tag v1.22.11.
  • For those interested in the detailed changes made in these updates, release notes are provided for each version to help users understand what has been improved or altered.
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Ideas: AI for materials discovery with Tian Xie and Ziheng Lu

Microsoft Research | By Brenda Potts

January 16, 2025

Cloud
AI
Hardware
Robotics
Algorithms
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Batch data ingestion into Amazon OpenSearch Service using AWS Glue

AWS Big Data | By Ravikiran Rao

January 13, 2025

Web
Cloud
Backend
Data Engg
  • This article provides a step-by-step guide on how to ingest data into OpenSearch Service using Spark on AWS Glue.
  • It starts by setting up a CloudFormation stack, which takes about 30 minutes to complete, and then extracts essential information from the provisioned resources.
  • Next, it uses an interactive notebook to load data into Elasticsearch and then read it back to verify successful loading.
  • After that, it creates an AWS Glue job using Visual ETL, which loads an OpenSearch Service index using Spark and the AWS Glue OpenSearch Service connection.
  • Finally, it runs the job and provides cleanup steps by deleting the CloudFormation stack and AWS Glue jobs created during the process.
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GitLab supports banks in navigating regulatory challenges

Gitlab | By Allie Holland

January 9, 2025

DevOps
Algorithms
  • GitLab offers various security features for banks to detect and resolve issues early on, reducing costs and risks.
  • It provides different types of security scanners, such as application testing and infrastructure scanning, which help identify vulnerabilities in software dependencies.
  • The platform also enables separation of duties, allowing security and compliance teams to manage policies independently while developers focus on development.
  • GitLab promotes collaboration among cross-departmental teams, facilitating communication between IT, compliance, and business units.
  • It provides centralized project management capabilities for logging and tracking incidents, ensuring that banks can respond quickly and effectively.
  • Additionally, it helps banks maintain continuous compliance documentation, generate reports, and ensure transparency and accountability in data practices.
  • By using GitLab, financial institutions can build a safer and more secure financial future by embedding collaboration into their workflows and responding to incidents proactively.
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A Treasure Trove of Data: Propelling Open Source Investment with the 2024 Global Spotlight Insights Report

Linux Foundation | By Hilary Carter

January 14, 2025

  • A recent study on open-source software (OSS) has revealed some exciting trends and insights, which can help organizations and individuals make informed decisions about their tech strategies in 2025.
  • The report found that 79% of respondents believe OSS leads to better software development due to its collaborative and transparent nature, making it more secure than proprietary alternatives.
  • It also highlighted the benefits of OSS adoption, including innovation, standards and interoperability, and productivity, which can drive cutting-edge solutions and boost efficiency across industries.
  • However, the study also identified challenges such as lack of time and funding that hinder contribution to OSS projects, emphasizing the need for systemic support for maintainers and contributors.
  • Overall, the report suggests that with the right approach, open-source software has the potential to shape the future of technology and collaboration worldwide.
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How BQA streamlines education quality reporting using Amazon Bedrock

AWS Machine Learning | By Maram AlSaegh

January 13, 2025

Web
Cloud
AI
  • A university was asked to submit evidence to meet certain standards and criteria, but some of the provided evidence didn't match these requirements.
  • To evaluate this, a system was created using Amazon Bedrock that automatically analyzed the submitted evidence based on pre-defined rubric criteria.
  • The system then generated a response in a specific format, pointing out which parts of the evidence were relevant or not, and assigning a score from 1 to 5 for each comment, citing direct evidence from the content.
  • This process helped streamline the quality assurance process, reducing time and cost associated with manual data processing, and improved compliance with standards, thereby enhancing the credibility and quality of institutions.
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Our Favorite NEW Visual Studio Features of 2024

Microsoft Devblogs | By Jason Chlus

January 16, 2025

AI
  • Visual Studio has made several new updates to help developers work more efficiently and effectively.
  • One of these updates is Image Hover Preview, which shows you a quick preview of images when you hover over their reference in your code, saving time and increasing productivity.
  • Another update is the improved error copying feature, which allows you to copy only what's necessary from error messages.
  • Additionally, there are new features like the Async Debugger, which helps identify issues with asynchronous code, and new .NET MAUI templates that make it easier to start projects.
  • Other updates include Copilot Chat, which provides targeted code suggestions, an Extension Manager that lets you install extensions without restarting Visual Studio, and integration with Unreal Engine for game development.
  • These are just a few of the many features and improvements made in this update, all of which were inspired by feedback from developers like you.
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Healthcare Leaders, NVIDIA CEO Share AI Innovation Across the Industry

Nvidia | By Isha Salian

January 14, 2025

AI
  • Artificial intelligence (AI) is being widely used in the healthcare industry to improve research, drug discovery, and patient care.
  • To address a severe labor shortage of around 10 million workers by the end of the decade, companies are using AI to help researchers and clinicians make more progress with their limited time.
  • At the J.P.
  • Morgan Healthcare Conference, leaders from various organizations announced partnerships with NVIDIA to advance biomedical science using AI models that can reason and problem-solve.
  • These innovations include streamlining workflows for drug discovery, enhancing genomic research, and augmenting patient care with agentic AI.
  • By leveraging AI's ability to generate new ideas and automate tasks, these companies aim to improve healthcare outcomes while reducing costs and time spent on manual labor.
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Scaling Smarter: The Inside Story of Razorpay’s AIOps Evolution

Razorpay | By Nehalramsurya Balamurali

January 2, 2025

AI
DevOps
Backend
  • Razorpay, a Fintech company, implemented various AI-powered solutions to enhance operational efficiency and customer experience.
  • They deployed multiple AIOps (Artificial Intelligence for IT Operations) platforms to proactively monitor and analyze their extensive data, enabling real-time insights and predictive capabilities across their infrastructure.
  • Additionally, they developed advanced anomaly detection systems, in-house statistical models for predictive analysis, and natural language processing capabilities using Amazon Bedrock.
  • These solutions continuously learn from new data, ensuring that their systems stay relevant and effective over time.
  • The company also implemented AI-powered tools such as an Incident Prediction System (IPS) and F.R.I.D.A.Y., a real-time intelligent assistant that helps developers diagnose and resolve issues quickly.
  • By adopting these AIOps technologies, Razorpay has significantly reduced system downtime, improved developer efficiency, and enabled proactive cost optimization in scaling their operations, ultimately laying a strong foundation for continuous improvement in operational and financial performance.
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What’s new in Git 2.48.0?

Gitlab | By Christian Couder

January 10, 2025

Coding
Algorithms
  • The recent release of Git 2.48.0 brings several notable improvements.
  • One significant change is the addition of Meson build system support, which allows users to easily find and configure build options, supports multiple operating systems, compilers, and IDEs, and includes modern features like out-of-source builds.
  • This new build system aims to replace existing Autoconf-, CMake-, and Makefile-based systems.
  • Additionally, Git has become memory-leak-free as tested by the project's test suite, thanks to efforts led by Patrick Steinhardt.
  • The bundle URI checks have also been improved to provide more fine-grained handling of repository consistency checks.
  • Furthermore, reference consistency checks can now be performed using the git-fsck command.
  • Other enhancements include iterator reuse in reftables for better performance and support for migrating reflogs between different backend formats.
  • These changes aim to improve Git's overall efficiency, security, and user experience.
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Tetragon Configuration Gotchas

Reddit | By /u/sassyshalimar

January 6, 2025

DevOps
Backend
  • Reddit's SPACE organization uses Tetragon, a new open source tool, to monitor and secure their microservices running on Kubernetes clusters.
  • This tool provides visibility into system calls, kernel modules, process events, file access behavior, and network behavior, but needs careful configuration to avoid overwhelming the logging pipeline and consuming too many resources.
  • To get started, it's recommended to limit logging to custom policies, disable noisy event types like standard process exec and exit, use metrics instead of logs for detection rules, and switch to a gRPC-based logging mechanism for better performance.
  • By following these tips, new users can avoid common configuration pitfalls and successfully implement Tetragon in their production environment.
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How to get any app to work with Zapier

Zapier | By Krystina Martinez

January 15, 2025

AI
Backend
  • Zapier is an automation platform that helps you connect your favorite apps and automate tasks without coding skills.
  • If your app isn't available for integration with Zapier, there are alternative ways to connect it.
  • First, check if your app has a built-in RSS feed or email integration, which can be connected through Zapier's tools.
  • You can also use AI-powered Custom Actions to create new actions within existing integrations or API Request actions to make API calls in Zaps.
  • If none of these options work, you can try using webhooks, which allow apps to send automated messages to other apps, and then connect them to Zapier.
  • Additionally, if your app has a Shortcuts feature on Apple devices, you can use it to connect to Zapier through webhooks.
  • For more advanced users, Zapier's Platform allows you to build custom integrations with or without code, offering flexibility and control over the integration process.
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Reduce supply chain risk with smarter vulnerability prioritization

Gitlab | By Salman Ladha

January 7, 2025

  • Application Security teams face a big challenge because there are so many vulnerabilities to deal with - over 36,000 this year alone.
  • To help them prioritize and manage these risks, GitLab has improved its Software Composition Analysis (SCA) tool.
  • SCA identifies vulnerabilities in open source components used by applications, helping teams focus on real risks and remediate faster.
  • It does this through three new features: Static Reachability Analysis finds exploitable vulnerabilities, Known Exploited Vulnerabilities Indicator highlights actively exploited ones, and Exploit Prediction Scoring System predicts the likelihood of a vulnerability being exploited.
  • This helps teams reduce triage times, accelerate remediation cycles, and improve collaboration with developers.
  • SCA is especially important because 90% of Fortune 500 companies use open source components in their applications, making it a key way to mitigate software supply chain risk and ensure security while maintaining development velocity.
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Build Rapid AI Prototypes and Validates Use Cases against Snowflake Cortex with the Snowflake AI…

Snowflake | By Shankar Narayanan SGS

January 16, 2025

  • There's an article on Medium about & Data Science where people are continuing the conversation by reading and responding to it.
  • In simple terms, someone has written a story or shared their thoughts about data science, and now others are discussing and sharing their own opinions and ideas about what was written, creating a ongoing conversation around the topic.
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4 ways to automate Otter.ai with Zapier

Zapier | By Elena Alston

January 13, 2025

AI
  • Otter.ai is a tool that helps you capture key details from meetings and calls by automatically generating transcripts and summaries.
  • You can use Zapier to automate workflows with Otter.ai, such as uploading recordings for transcription, sending notifications when new transcripts are available, saving transcripts as files in storage apps like Google Drive or Dropbox, and enriching your CRM data with call information.
  • This integration helps you streamline your process, save time, and ensure that valuable information from meetings isn't lost.
  • With these automated workflows, you can focus on what matters while Zapier handles the details for you.
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Using SVGs in React

Refine.dev

January 7, 2025

Web
  • When it comes to displaying images on the web, SVGs have several advantages over other formats like PNG and JPG.
  • One major benefit is that they can be scaled up or down without losing quality, making them perfect for logos and graphics that need to look great regardless of screen size.
  • Additionally, SVGs can be interactive, allowing designers to create animations and user-friendly interfaces using code.
  • They are also usually smaller in file size than similar images, and because they're text-based, are more accessible for people with disabilities and easier to search on the web.
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How beauty players can scale gen AI in 2025

Mckinsey

January 6, 2025

AI
Security
Backend
  • Generative AI (gen AI) is revolutionizing the beauty industry by enabling brands to personalize marketing messages, product discovery experiences, and even new product development.
  • With gen AI, beauty players can create hyperpersonalized targeting that improves conversion rates by up to 40%, enhance experiential product discovery through virtual try-ons and personalized recommendations, rapidly develop new packaging concepts in days instead of months, and speed up the process of creating new product formulas.
  • To implement gen AI at scale, beauty organizations should identify where the value lies, align leadership on a vision and road map, bolster their capabilities to support gen AI, test its effectiveness, and adopt a risk framework to prevent potential pitfalls.
  • By doing so, leaders in the beauty industry can stay ahead of competitors and create innovative experiences for their customers.
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How to Build a Dynamic Web Scraper App with Playwright and React: A Step-by-Step Guide

freeCodeCamp | By Mihail Gaberov

January 15, 2025

Web
Backend
  • This project involves building a small web application that scrapes data from Airbnb and displays it in a grid view on a website.
  • The app will use a tool called Playwright to automatically read content from the website, while another library called Express.js will act as an intermediary between the app's front end and back end to handle API requests.
  • To make the app more efficient, it will store scraped data locally using browser storage so that new scraping requests aren't triggered every time the page is refreshed.
  • The app also includes a refresh button to update the displayed data with the latest results from the scrape.
  • The project provides step-by-step instructions on how to set up and deploy the app using tools like Vite, TailwindCSS, and Render.com, while also emphasizing the importance of responsible web scraping practices that respect website terms and conditions as well as legal regulations.
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9 HubSpot features every RevOps team should be using

Zapier | By Nicole Replogle

January 14, 2025

AI
  • You can use smarter processes to automate repetitive tasks and free up time for more important things.
  • With HubSpot's workflow builder, you can set up automatic lead routing, reminders for follow-up actions, and alerts for upsell opportunities based on customer milestones.
  • By connecting HubSpot to external tools like Slack or Trello using Workflow Extensions or Zapier, you can create a seamless automation system that streamlines your business processes.
  • This allows teams to focus on growing revenue and eliminates manual steps, reducing errors and speeding up the process - all while tracking performance and making improvements along the way.
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Bun v1.1.43

Bun

January 8, 2025

Web
  • Bun, a fast and modern JavaScript runtime, has made several improvements to its functionality.
  • The HTMLRewriter feature now includes methods to remove or check if the <!DOCTYPE> declaration in an HTML document has been removed.
  • Additionally, issues with formatting Set objects, socket close behavior, and property iteration have been fixed.
  • Bun.sql, a built-in PostgreSQL client for Bun, is almost ready and will be released soon, providing support for JSONB data type and logging database connection events.
  • Other changes include error codes for PostgreSQL errors, compressed completions for "bun add", and improved code efficiency by rewriting unicode identifier checks.
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Part 3: A Survey of Analytics Engineering Work at Netflix

Netflix | By Netflix Technology Blog

January 6, 2025

DevOps
Backend
  • The team at Netflix faced challenges while integrating a new product into their system, including unreliable data and long API response times.
  • To address these issues, they worked with the Metaflow team to build a feature that allowed them to use GraphQL, which helped reduce response times and improved performance.
  • However, this process also highlighted the importance of aligning on performance expectations from the start and rigorous testing to ensure that their solution could handle high loads.
  • Through collaboration with engineering partners and data engineers, they were able to implement caching and set up a nightly batch job to pre-cache results, reducing API response times from 7 seconds to around 1 second for cached results.
  • They also used load testing tools like Locust to measure the impact of changes on response times, and implemented unit tests and integration tests to ensure their analysis would return correct results.
  • This project marked the first time they collaborated directly with engineering partners and discovered significant gaps in understanding each other's workflows, but ultimately led to a stronger partnership and better collaboration between teams.
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How Girlology created a chatbot to help moms build their confidence

Zapier | By Grace Miller

January 17, 2025

  • Girlology created an app called Dr.
  • Momfidence, a chatbot designed to help moms and their daughters with life's complicated questions about growing up.
  • To make it user-friendly, the team created a simple landing page that shows suggested prompts for starting conversations.
  • When users interact with the chatbot, their responses are logged and analyzed to provide valuable insights on what topics they're interested in.
  • This information is then used to create new content tailored to those topics, creating meaningful relationships between Girlology and its prospects.
  • The team achieved this using Zapier, a tool that allows them to build complex functionality easily, saving time and effort compared to traditional methods.
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