AI Info

addyosmani / agent-skills

Production-grade engineering skills for AI coding agents.

music-assistant / server

Music Assistant is a free, opensource Media library manager that connects to your streaming services and a wide range of connected speakers. The server is the beating heart, the core of Music Assistant and must run on an always-on device like a Raspberry Pi, a NAS or an Intel NUC or alike.

mattermost / mattermost

Mattermost is an open source platform for secure collaboration across the entire software development lifecycle..

apple / container

A tool for creating and running Linux containers using lightweight virtual machines on a Mac. It is written in Swift, and optimized for Apple silicon.

iptv-org / iptv

Collection of publicly available IPTV channels from all over the world

Open Source AI Must Win

We've suspended access to Claude Mythos 5 and Claude Fable 5

US Government directive to suspend access to Fable 5 and Mythos 5

Show HN: Putt.day a daily mini golf game

Twenty One Zero-Days in FFmpeg

Introducing New Capabilities To Gpt Rosalind

Extending Single Minus Amplitudes To Gravitons

Advancing Independent Research Ai Alignment

Introducing Indqa

Introducing Openai Privacy Filter

DiffusionGemma: 4x faster text generation

Investing in multi-agent AI safety research

Google DeepMind and partners announce a $10M funding call for multi-agent safety research.

Fluid, natural voice translation with Gemini 3.5 Live Translate

Gemini 3.5 Live Translate brings near real-time, natural speech translation to Google AI Studio, Google Translate and Google Meet.

Introducing Gemma 4 12B: a unified, encoder-free multimodal model

Powering the future of robotics in Europe

RCCLX: Innovating GPU Communications on AMD Platforms

We are open-sourcing the initial version of RCCLX – an enhanced version of RCCL that we developed and tested on Meta’s internal workloads. RCCLX is fully integrated with Torchcomms and aims to empower researchers and developers to accelerate innovation, regardless of their chosen backend. Communication patterns for AI models are constantly evolving, as are hardware [...] Read More... The post RCCLX: Innovating GPU Communications on AMD Platforms appeared first on Engineering at Meta.

Scaling LLM Inference: Innovations in Tensor Parallelism, Context Parallelism, and Expert Parallelism

At Meta, we are constantly pushing the boundaries of LLM inference systems to power applications such as the Meta AI App. We’re sharing how we developed and implemented advanced parallelism techniques to optimize key performance metrics related to resource efficiency, throughput, and latency. The rapid evolution of large language models (LLMs) has ushered in a [...] Read More... The post Scaling LLM Inference: Innovations in Tensor Parallelism, Context Parallelism, and Expert Parallelism appeared first on Engineering at Meta.

LLMs Are the Key to Mutation Testing and Better Compliance

Following our keynote presentations at FSE 2025 and Eurostar 2025, we’re delving further into the development of Meta’s Automated Compliance Hardening (ACH) tool, an LLM-based tool for software testing that is automating aspects of compliance adherence at Meta, while accelerating developer and product velocity. By leveraging LLMs we’ve been able to overcome the barriers that [...] Read More... The post LLMs Are the Key to Mutation Testing and Better Compliance appeared first on Engineering at Meta.

Meta 3D AssetGen: Generating 3D Worlds With AI

Imagine being able to use AI to create 3D virtual worlds using prompts as easily as you can generate images. The intersection of AI and VR was one of the biggest topics at Meta Connect this year. In his keynote, Mark Zuckerberg shared his vision of a future where anyone can create virtual worlds using [...] Read More... The post Meta 3D AssetGen: Generating 3D Worlds With AI appeared first on Engineering at Meta.

Meta’s Infrastructure Evolution and the Advent of AI

Over the past 21 years, Meta has grown exponentially from a small social network connecting a few thousand people in a handful of universities in the U.S. into several apps and novel hardware products that serve over 3.4 billion people throughout the world. Our infrastructure has evolved significantly over the years, growing from a [...] Read More... The post Meta’s Infrastructure Evolution and the Advent of AI appeared first on Engineering at Meta.

New OpenAI Academy courses for the next era of work

OpenAI introduces three Academy courses that help people build practical AI skills, create repeatable workflows, and apply agents in everyday work.

How Preply combines AI and human tutors to personalize learning

Preply uses OpenAI to launch AI-generated lesson summaries, providing personalised feedback and language learning exercises.

Supporting Europe’s work in ensuring a trustworthy AI ecosystem

OpenAI supports the EU Code of Practice on AI content transparency, advancing provenance standards and tools to help people understand AI-generated content.

BBVA puts AI at the core of banking with OpenAI

Learn how BBVA scaled ChatGPT Enterprise to 100,000 employees and partnered with OpenAI to accelerate AI-powered banking transformation worldwide.

OpenAI to acquire Ona

OpenAI plans to acquire Ona to expand Codex with secure, persistent cloud environments, enabling long-running AI agents across enterprise workflows.

Building Supercharger: How Rocket Close optimized title operations with agentic AI

In this post, we explore how Rocket Close built a solution using Strands Agents, large language models (LLMs), Amazon Bedrock, Amazon Bedrock Knowledge Bases, and Model Context Protocol (MCP) tools. We cover solution features, the rationale for the technology stack, lessons learned, and the business impact at Rocket Close.

Build a meeting prep and follow-up assistant with Amazon Quick and Cisco Webex MCP servers

This post shows how to build a custom meeting prep and follow-up assistant using Amazon Quick and Cisco Webex MCP servers. From a single prompt, the agent finds an upcoming Webex meeting, reviews prior meeting summaries and transcripts, and pulls related Vidcast highlights and transcript context. It then searches Webex message threads for unresolved follow-ups and creates a concise prep brief. After the meeting, the same assistant can summarize the discussion and identify action items. It can also find related Vidcast updates and draft a follow-up message for the right Webex space.

From PDFs to insights: Architecting an intelligent document processing pipeline with AWS generative AI services

This post outlines the development of a cost-effective and scalable intelligent document processing pipeline on AWS, powered by Amazon Bedrock and its features. BDA is a managed service within Amazon Bedrock that automates the extraction of insights from documents. We demonstrate how BDA extracts and analyzes document content, while Strands Agent hosted on Amazon Bedrock AgentCore Runtime coordinate specialized processing tasks, and Amazon Bedrock Knowledge Base enable contextual understanding across multiple documents. By combining these capabilities within a unified architecture, organizations can transform their document processing workflows with minimal development effort.

Built from the inside out: How AWS Professional Services became a frontier team first

AWS Professional Services (AWS ProServe) compressed engagement timelines from months to days, not by adding artificial intelligence (AI) tools to an existing process, but by fundamentally rebuilding how we deliver from the inside out. In this post, we share how AWS ProServe became a frontier team, the practices that enabled it, and what your engineering organization can take from our experience.

Extract Data with On-demand and Batch Pipelines Dynamically

This post demonstrates an intelligent document processing pipeline that consists of both on-demand inference and batch inference options on Amazon Bedrock to enable the flexibility on the document processing time and cost.

Research into how AI can help users understand skin conditions

Health & Bioscience

A low-carbon computing platform from your retired phones

Climate & Sustainability

New framework for auditing machine unlearning

Algorithms & Theory

Unlocking dependable responses with Gemini Enterprise Agent Platform’s Agentic RAG

Data Management

Towards passive heart health monitoring via smartphone camera

Health & Bioscience

Lights Out, Systems On: Validating Instant Power Loss Readiness

We’re introducing Instantaneous PowerLoss Storm, a new testing paradigm within Meta’s infrastructure for handling and mitigating instant or zero-notice power loss in our data centers.  We’re sharing: how we built readiness to tolerate instant failures into our existing systems with defense-in-depth strategies; tradeoffs made in implementing it, and how we validated our readiness. Disaster preparedness [...] Read More... The post Lights Out, Systems On: Validating Instant Power Loss Readiness appeared first on Engineering at Meta.

SilverTorch: Index as Model — A New Retrieval Paradigm for Recommendation Systems

We’re introducing SilverTorch, a reimagining of recommendation systems that unifies all retrieval components for user generated content under a unified architecture.  SilverTorch shows up to 23.7x higher throughput compared to the state-of-the-art approaches. It’s also showing 20.9x more compute cost efficiency compared to a CPU-based solution while also improving accuracy.  Our research paper, “SilverTorch: A [...] Read More... The post SilverTorch: Index as Model — A New Retrieval Paradigm for Recommendation Systems appeared first on Engineering at Meta.

Reel Friends: Building Social Discovery that Scales to Billions

On its face the new Friend Bubbles feature looks simple enough. It highlights Reels your friends have watched and reacted to. But sometimes the features that seem the most straightforward require the deepest engineering work. On this episode of the Meta Tech Podcast, Pascal Hartig chats with Subasree and Joseph, two software engineers from the Facebook [...] Read More... The post Reel Friends: Building Social Discovery that Scales to Billions appeared first on Engineering at Meta.

Migrating Data Ingestion Systems at Meta Scale

Meta’s data ingestion system, which our engineering teams leverage for up-to-date snapshots of the social graph, has recently undergone a significant revamp to enhance its reliability at scale.  Moving from our legacy system to our new architecture required a large-scale migration of our entire data ingestion system.  We’re sharing the solutions and strategies that enabled [...] Read More... The post Migrating Data Ingestion Systems at Meta Scale appeared first on Engineering at Meta.

Labyrinth 1.1: Making End-to-End Encrypted Backups Even More Reliable 

We’re rolling out version 1.1 of Labyrinth, the encrypted storage system and protocol that secures messages and history on Messenger. Labyrinth 1.1 enhances the reliability of end-to-end encrypted backups with a new sub-protocol that helps messages survive the loss of a device, a switched device, and long gaps between sign-ins. Read our updated white paper, [...] Read More... The post Labyrinth 1.1: Making End-to-End Encrypted Backups Even More Reliable  appeared first on Engineering at Meta.

DiffusionGemma: 4x faster text generation

Investing in multi-agent AI safety research

Google DeepMind and partners announce a $10M funding call for multi-agent safety research.

Fluid, natural voice translation with Gemini 3.5 Live Translate

Gemini 3.5 Live Translate brings near real-time, natural speech translation to Google AI Studio, Google Translate and Google Meet.

Introducing Gemma 4 12B: a unified, encoder-free multimodal model

Powering the future of robotics in Europe

Statement on the US government directive to suspend access to Fable 5 and Mythos 5

The US government has issued an export control directive to suspend all access to Fable 5 and Mythos 5.

Results from the first Anthropic Public Record

TCS and Anthropic partner to bring Claude to regulated industries

We’re announcing a partnership with Tata Consultancy Services (TCS). TCS will provide Claude to 50,000 of its own employees across 56 countries; build Claude-powered products for clients in financial services, healthcare, the public sector, and other regulated industries; and join the Claude Partner Network.

DXC will integrate Claude into the systems banks, airlines, and other regulated industries rely on

We’re announcing a multi-year global alliance with DXC Technology, one of the world’s largest IT services companies.

Introducing Claude Corps

We’re launching Claude Corps, a national fellowship program for people early in their careers who are passionate about extending the benefits of AI to communities across America.

Our new community investments in Virginia support local jobs and expand energy affordability.

We’re helping build the state’s next-generation workforce and investing in energy programs.

The latest AI news we announced in May 2026

Here are Google’s latest AI updates from May 2026

5 ways Google Search can level up your thrift and vintage shopping

Uncover second-hand scores with AI tools in Google Search and Shopping.

How we used Gemini to build Google I/O 2026

Learn how Googlers used AI to produce Google I/O 2026.

Take our I/O 2026 quiz, vibe coded in Google AI Studio.

We used Google AI Studio to vibe code a quiz about our top I/O 2026 announcements.

#497 – Biggest Mysteries in Physics: Antimatter, Dark Energy & ToE – Don Lincoln

Don Lincoln is a particle physicist at Fermilab who has spent decades working at the frontiers of high energy physics. https://lexfridman.com/sponsors/ep497-sc CONTACT LEX: Feedback – give feedback to Lex: https://lexfridman.com/survey AMA – submit questions, videos or call-in: https://lexfridman.com/ama Hiring – join our team: https://lexfridman.com/hiring Other – other ways to get in touch: https://lexfridman.com/contact EPISODE LINKS: https://facebook.com/Dr.Don.Lincoln/ https://drdonlincoln.com/ https://bit.ly/4nHeNiF https://bit.ly/3PCIW67 https://x.com/DrDonLincoln https://amzn.to/4uYbkOZ https://shop.thegreatcourses.com/don-lincoln https://adbl.co/4wGioRV https://www.youtube.com/fermilab https://www.fnal.gov/ https://x.com/fermilab SPONSORS: Upwork: Platform for hiring freelancers. https://upwork.com/lex Larridin: Measure AI adoption in your business. https://larridin.com Fin: AI agent for customer service. https://fin.ai/lex LMNT: Zero-sugar electrolyte drink mix. https://drinkLMNT.com/lex Shopify: Sell stuff online. https://shopify.com/lex Perplexity: AI-powered answer engine. https://perplexity.ai/ OUTLINE: PODCAST LINKS: https://lexfridman.com/podcast https://apple.co/2lwqZIr https://spoti.fi/2nEwCF8 https://lexfridman.com/feed/podcast/ https://www.youtube.com/playlist?list=PLrAXtmErZgOdP_8GztsuKi9nrraNbKKp4 https://www.youtube.com/lexclips

#496 – FFmpeg: The Incredible Technology Behind Video on the Internet

Jean-Baptiste Kempf is lead developer of VLC and president of VideoLAN. Kieran Kunhya is a longtime FFmpeg contributor, codec engineer, and the person behind the now-infamous FFmpeg account on X. https://lexfridman.com/sponsors/ep496-sc Transcript: https://lexfridman.com/ffmpeg-transcript CONTACT LEX: Feedback – give feedback to Lex: https://lexfridman.com/survey AMA – submit questions, videos or call-in: https://lexfridman.com/ama Hiring – join our team: https://lexfridman.com/hiring Other – other ways to get in touch: https://lexfridman.com/contact EPISODE LINKS: https://x.com/FFmpeg https://ffmpeg.org/ https://www.videolan.org/ https://x.com/videolan https://jbkempf.com/ https://www.linkedin.com/in/jbkempf/ https://github.com/jbkempf https://x.com/kierank_ https://bit.ly/3OORhmC https://github.com/kierank SPONSORS: Larridin: Measure AI adoption in your business. https://larridin.com Blitzy: AI agent for large enterprise codebases. https://blitzy.com/lex BetterHelp: Online therapy and counseling. https://betterhelp.com/lex Fin: AI agent for customer service. https://fin.ai/lex LMNT: Zero-sugar electrolyte drink mix. https://drinkLMNT.com/lex Perplexity: AI-powered answer engine. https://perplexity.ai/ OUTLINE: (00:00) – Introduction (03:00) – Sponsors, Comments, and Reflections (10:48) – Weirdest things VLC opens (15:12) – How video playback works (24:33) – Video codecs and containers (35:20) – FFmpeg explained (56:20) – Linus Torvalds (1:00:59) – Turning down millions to keep VLC ad-free (1:15:17) – FFmpeg & Google drama (1:34:31) – FFmpeg developers (1:41:08) – VLC and FFmpeg (1:45:42) – History of FFmpeg (1:48:59) – Reverse engineering codecs (2:02:14) – FFmpeg testing (2:06:21) – Assembly code (handwritten) (2:30:39) – Rust programming language (2:39:55) – FFmpeg and Libav fork (2:48:17) – Open source burnout (2:56:04) – x264 and internet video (3:09:20) – Video compression basics (3:16:17) – CIA and fake VLC (3:26:52) – Ultra low latency streaming (3:44:20) – AV2 codec and video patents (3:54:12) – VLC backdoors (4:04:27) – Video archiving (4:11:04) – Future of FFmpeg and VLC

#495 – Vikings, Ragnar, Berserkers, Valhalla & the Warriors of the Viking Age

Lars Brownworth is a historian, teacher, podcaster, and author specializing in Viking history, medieval Europe, and the Byzantine Empire. https://lexfridman.com/sponsors/ep495-sc Transcript: https://lexfridman.com/lars-brownworth-transcript CONTACT LEX: Feedback – give feedback to Lex: https://lexfridman.com/survey AMA – submit questions, videos or call-in: https://lexfridman.com/ama Hiring – join our team: https://lexfridman.com/hiring Other – other ways to get in touch: https://lexfridman.com/contact EPISODE LINKS: https://larsbrownworth.com/ https://www.amazon.com/Sea-Wolves-History-Vikings/dp/1909979120 https://amzn.to/4sHY0xw https://12byzantinerulers.com/ https://apple.co/4sgSxNi SPONSORS: Larridin: Measure AI adoption in your business. https://larridin.com BetterHelp: Online therapy and counseling. https://betterhelp.com/lex LMNT: Zero-sugar electrolyte drink mix. https://drinkLMNT.com/lex Fin: AI agent for customer service. https://fin.ai/lex Shopify: Sell stuff online. https://shopify.com/lex Perplexity: AI-powered answer engine. https://perplexity.ai/ OUTLINE: PODCAST LINKS: https://lexfridman.com/podcast https://apple.co/2lwqZIr https://spoti.fi/2nEwCF8 https://lexfridman.com/feed/podcast/ https://www.youtube.com/playlist?list=PLrAXtmErZgOdP_8GztsuKi9nrraNbKKp4 https://www.youtube.com/lexclips

#494 – Jensen Huang: NVIDIA – The $4 Trillion Company & the AI Revolution

Jensen Huang is the co-founder and CEO of NVIDIA, the world’s most valuable company and the engine powering the AI computing revolution. https://lexfridman.com/sponsors/ep494-sc Transcript: https://lexfridman.com/jensen-huang-transcript CONTACT LEX: Feedback – give feedback to Lex: https://lexfridman.com/survey AMA – submit questions, videos or call-in: https://lexfridman.com/ama Hiring – join our team: https://lexfridman.com/hiring Other – other ways to get in touch: https://lexfridman.com/contact EPISODE LINKS: https://nvidia.com https://x.com/nvidia https://x.com/NVIDIAAI https://youtube.com/@nvidia https://www.instagram.com/nvidia/ https://www.linkedin.com/company/nvidia/ https://www.facebook.com/NVIDIA/ https://github.com/NVIDIA https://developer.nvidia.com/nemotron SPONSORS: Perplexity: AI-powered answer engine. https://perplexity.ai/ Shopify: Sell stuff online. https://shopify.com/lex LMNT: Zero-sugar electrolyte drink mix. https://drinkLMNT.com/lex Fin: AI agent for customer service. https://fin.ai/lex Quo: Phone system (calls, texts, contacts) for businesses. https://quo.com/lex OUTLINE: PODCAST LINKS: https://lexfridman.com/podcast https://apple.co/2lwqZIr https://spoti.fi/2nEwCF8 https://lexfridman.com/feed/podcast/ https://www.youtube.com/playlist?list=PLrAXtmErZgOdP_8GztsuKi9nrraNbKKp4 https://www.youtube.com/lexclips

#493 – Jeff Kaplan: World of Warcraft, Overwatch, Blizzard, and Future of Gaming

Jeff Kaplan is a legendary Blizzard game designer of World of Warcraft and Overwatch, now preparing to launch a new game, The Legend of California, from his new studio Kintsugiyama – available to wishlist on Steam today, with alpha later in March. https://lexfridman.com/sponsors/ep493-sc CONTACT LEX: Feedback – give feedback to Lex: https://lexfridman.com/survey AMA – submit questions, videos or call-in: https://lexfridman.com/ama Hiring – join our team: https://lexfridman.com/hiring Other – other ways to get in touch: https://lexfridman.com/contact EPISODE LINKS: https://store.steampowered.com/app/2550530/The_Legend_of_California https://www.kintsugiyama.com/ SPONSORS: Fin: AI agent for customer service. https://fin.ai/lex Blitzy: AI agent for large enterprise codebases. https://blitzy.com/lex BetterHelp: Online therapy and counseling. https://betterhelp.com/lex Shopify: Sell stuff online. https://shopify.com/lex CodeRabbit: AI-powered code reviews. https://coderabbit.ai/lex Perplexity: AI-powered answer engine. https://perplexity.ai/ OUTLINE: PODCAST LINKS: https://lexfridman.com/podcast https://apple.co/2lwqZIr https://spoti.fi/2nEwCF8 https://lexfridman.com/feed/podcast/ https://www.youtube.com/playlist?list=PLrAXtmErZgOdP_8GztsuKi9nrraNbKKp4 https://www.youtube.com/lexclips