Insurers claim AI is already increasing healthcare costs
Blue Cross Blue Shield says hospital use of AI tools led to an additional $942M in healthcare spending over a two-year period.
Señal sobre ruido
Descubrir
Una vista priorizada de IA, software, investigación y herramientas desde fuentes primarias y comunidades técnicas.
Actualizado
Señal principal
Lo que vale la pena saber hoy
Priorizado de las últimas 36 horas
Noticias
Show HN: A Claude Code skill to analyze your chess games
Hello HN, It started as an experiment: can Claude play chess properly if it uses vision instead of PGN notation? Somehow it can. The next experiment was to see whether Claude + Stockfish could explain a game. Somehow it can too. A few sessions later, I had a system that takes my live audio notes (or text, for that matter) and a vague instruction like "analyze my last lichess game", and gives me a commented video of the game. The result is not perfect and it takes time to deliver (an hour or so), but for me it is a much more pleasant and memorable experience than clicking around Stockfish branches. It burns tokens, so make sure you have enough…
I created an interactive digital avatar of myself — and you can talk to it
After obtaining an interactive avatar and training it to discuss venture fraud, I have mixed feelings about making AI clones of ourselves.
Meta’s AI Tamagotchi bet is…working?
When AI leaders at OpenAI and Anthropic started talking about “pacing the frontier,” maybe someone should have asked: what pace? Now it’s turned into model drop week for both companies as Anthropic rolled out Opus 5.5, followed by OpenAI’s GPT-6 model updates just 90 minutes later. But the company that stole the spotlight was Meta, whose personal AI agent Muse is reportedly outpacing ChatGPT’s early numbers and is headed for smart glasses and […]
Drawgent: Coding agent on a live Excalidraw canvas
Updates to GitHub Copilot for Slack and Microsoft Teams
GitHub Copilot in Slack and Microsoft Teams now gives you more context, more control, and a clearer path from conversation to GitHub work. Whether you’re sharing files in Slack or… The post Updates to GitHub Copilot for Slack and Microsoft Teams appeared first on The GitHub Blog .
Tools y releases
Show HN: Blender Copilot
Deepseek generated Blender harness in 7USD. I wanted to remake my 6DoF spaceship flying prototype. What I did not want to do was model the spaceship. Manually. In Blender. So instead of spending a month learning to model, I built a Copilot inside Blender in a day. Which is the same thing, except I still cannot model. A chat panel in the 3D viewport sidebar. I type a sentence. The model writes Python, and it runs against my actual scene, the file open on screen, not a copy that some other process has to keep in sync. Then I sat down and had a conversation with my own addon. Five sentences: 1. Make a scifi looking spaceship. It should look…
Show HN: Doom or Bloom, map your AI worldview
Map your AI worldview by answering a few questions, and see how you compare with others. only takes a few minutes && free & open source && private by default && powered by Jev I think this is a really important question for everyone to be asking themselves, and my hope is that this lil project helps to move our conversations around AI futures in a more balanced, productive direction.
langchain-fireworks==1.6.3
Changes since langchain-fireworks==1.6.2 release(fireworks): 1.6.3 ( #40834 ) fix(fireworks): declare native PDF inputs unsupported ( #40814 ) fix(fireworks): preserve malformed tool arguments as diagnostic JSON ( #40818 ) chore(model-profiles): refresh model profile data ( #40804 )
Open source que vale la pena seguir
jev-chat/jev-chat-jarvis
装在手机上的对话副驾：在 QQ / X / 飞书里读懂对方、给出候选回复、一键填入输入框，发不发由你。非侵入，只读屏幕，不 hook 不改包。
yetone/magpie
Every agent's model. One place. Codex on DeepSeek, Claude Code on Kimi, from the menu bar.
mikehasa/golive-skill
Take your agent-built product live: hosting, database, domain, email, payments — on your own accounts. Open-source Agent Skill + zero-dependency Node CLI: detect → plan → approve → apply → verify. No GoLive account, backend or telemetry.
Hacker News
Tendencias ahora
Priorizado por señal comunitaria y relevancia diaria
Revealing the details of how OpenAI agents hacked Hugging Face
Microsoft abandons personal AI chatbot race with Copilot reboot
https://archive.ph/XJG5V
The Copilot+ PC brand is dead
Drawgent: Coding agent on a live Excalidraw canvas
Show HN: A Claude Code skill to analyze your chess games
Hello HN, It started as an experiment: can Claude play chess properly if it uses vision instead of PGN notation? Somehow it can. The next experiment was to see whether Claude + Stockfish could explain a game. Somehow it can too. A few sessions later, I had a system that takes my live audio notes (or text, for that matter) and a vague instruction like "analyze my last lichess game", and gives me a commented video of the game. The result is not perfect and it takes time to deliver (an hour or so), but for me it is a much more pleasant and memorable experience than clicking around Stockfish branches. It burns tokens, so make sure you have enough…
Show HN: Doom or Bloom, map your AI worldview
Map your AI worldview by answering a few questions, and see how you compare with others. only takes a few minutes && free & open source && private by default && powered by Jev I think this is a really important question for everyone to be asking themselves, and my hope is that this lil project helps to move our conversations around AI futures in a more balanced, productive direction.
Show HN: Ekselio – Loveable for finance workflows (local first)
Hi everyone, I am KD - Back in my college days, I dabbled with coding, learned the basics, HTML, CSS etc. but somehow I ended up in Finance which consumed the next 20 years. Then, during covid I picked up coding again, learned react, typescript, etc - even built a rudimentary site - and then came the chatgpt moment, followed by Claude etc. So, as a side project, considering that I had spent 20 years in finance and M&A I started building Ekselio, loveable for finance workflows. Differently from other vibe coding tools, this is local first - meaning the workflows are orchestrated by the LLM based on the file schema but then the execution…
Generate fonts where every LLM token is the same width
Show HN: I made a WWI dogfight game that runs in the browser
Hello, this is one of my new games, developed with my own custom game engine. A lot of it was enabled by the latest AI models like Opus or Astra, I feel like I can finally express myself without being bogged down in asset work or programming. I hope you enjoy it :)
Show HN: Blender Copilot
Deepseek generated Blender harness in 7USD. I wanted to remake my 6DoF spaceship flying prototype. What I did not want to do was model the spaceship. Manually. In Blender. So instead of spending a month learning to model, I built a Copilot inside Blender in a day. Which is the same thing, except I still cannot model. A chat panel in the 3D viewport sidebar. I type a sentence. The model writes Python, and it runs against my actual scene, the file open on screen, not a copy that some other process has to keep in sync. Then I sat down and had a conversation with my own addon. Five sentences: 1. Make a scifi looking spaceship. It should look…
Tools y releases
Show HN: Blender Copilot
Deepseek generated Blender harness in 7USD. I wanted to remake my 6DoF spaceship flying prototype. What I did not want to do was model the spaceship. Manually. In Blender. So instead of spending a month learning to model, I built a Copilot inside Blender in a day. Which is the same thing, except I still cannot model. A chat panel in the 3D viewport sidebar. I type a sentence. The model writes Python, and it runs against my actual scene, the file open on screen, not a copy that some other process has to keep in sync. Then I sat down and had a conversation with my own addon. Five sentences: 1. Make a scifi looking spaceship. It should look…
Show HN: I made a WWI dogfight game that runs in the browser
Hello, this is one of my new games, developed with my own custom game engine. A lot of it was enabled by the latest AI models like Opus or Astra, I feel like I can finally express myself without being bogged down in asset work or programming. I hope you enjoy it :)
Show HN: Doom or Bloom, map your AI worldview
Map your AI worldview by answering a few questions, and see how you compare with others. only takes a few minutes && free & open source && private by default && powered by Jev I think this is a really important question for everyone to be asking themselves, and my hope is that this lil project helps to move our conversations around AI futures in a more balanced, productive direction.
langchain-fireworks==1.6.3
Changes since langchain-fireworks==1.6.2 release(fireworks): 1.6.3 ( #40834 ) fix(fireworks): declare native PDF inputs unsupported ( #40814 ) fix(fireworks): preserve malformed tool arguments as diagnostic JSON ( #40818 ) chore(model-profiles): refresh model profile data ( #40804 )
Show HN: Agentic CUDA Kernel Optimizer
Hello; I was working on optimizing some CUDA kernels and I thought may be it is a good oppurtunity learn langgraph as well. I created a simple C++ CUDA Test Harness and handed that to AI agents. They can run kernels, get benchmarks, and even can profile via nsight
Show HN: Canary (YC) – Independent verification for AI code
Hey HN, we are Aakash and Viswesh and we are building Canary ( https://www.runcanary.ai/ ) - independent verification for AI code. Claude/Codex calls Canary with the changesets, intended behaviour and team knowledge. Canary then deploys agent swarms to investigate potential failures and test suspected runtime bugs in remote sandboxes. To try it on your repository, paste this into your coding agent: Install the Canary CLI with npm i -g @runcanary/cli, then run canary skills and follow its instructions to onboard this repository. Verification starts with what software is supposed to do and most importantly what it must never allow. This means…
Show HN: A $25 DIY alternative to $159 AI voice recorders – BYOK or local
Show HN: Critic – Review code with the agent that wrote it
Hey HN, I'm Shreyash from Feyn. We help companies build custom models from their data. Today we're releasing Critic, a change review platform that lets you engage directly with the AI that wrote the code. Agents write most of our code. While that has made us more productive, understanding a change and its consequences has become incredibly difficult. As our company adopted more agentic tools, we found it harder to loop people in on the impact of a PR and the state of a project. We built Critic to fix this. Critic lets AI agents present their code, annotate key blocks, and include relevant evidence (like screenshots and instructions to run…
Show HN: Whiteboard (YC W26) – An open-source IDE for thoughtful software design
Hello! We’re Sid, Alex, Ketan, and Milan. We’re building Whiteboard ( https://whiteboard.dev.fast/ ), an open-source desktop app where humans and agents can architect software together in a common workspace. Here’s our repo: https://github.com/devdotfast/whiteboard . We were missing the feeling of a “whiteboard session” with another dev where you leave with a deep understanding of a system, so we built this app for ourselves. Whiteboard plugs into the tools you already use - e.g. Claude Code, Codex, etc. – and gives your agent an SDK to draw on an in-app canvas to describe its work. We began with an MVP based on HTML artifacts and started…
Show HN: AgentRun: DSL to turn agents into workflows
Hi HN, I just open sourced the DSL that our harness in grep.ai uses to turn repeatable parts of agent work into workflows. You can combine tool calls, code, Jev-powered system one decisions for things like routing and screening evidence, and agents when a step needs more investigation. Our harness uses the traces and retro notes agents leave behind when doing a job to figure out which parts can become a workflow. The idea is to make the work easier to understand and avoid paying for a full agent loop where one isn’t needed. For example, a research workflow can split a question into subquestions, send agents to research them in parallel, use…
Show HN: I built a post-mortem debugger for native Windows x64/x86 crashes
Hello HN! I've spent years debugging Windows crashes with tools that were either friendly but limited (e.g. Visual Studio) or powerful but archaic (e.g. WinDbg). I developed patterns and methods for understanding what was going on, and decided to build it into a much more effective debugging tool called ForensicDbg. I built a modern interface to minimize the friction when debugging. All of the data shown to you is analyzed, interpreted, and presented to you clearly, so you can focus on what matters. Everything is interlinked so you can quickly and intuitivly navigate through the process space. ForensicDbg comes with an MCP server which allows…
langchain-anthropic==1.7.4
Changes since langchain-anthropic==1.7.3 chore(anthropic): fix integration test cassette ( #40790 ) release(anthropic): 1.7.4 ( #40786 ) fix(anthropic): add Opus 5.5 and GPT-6 profile augmentations ( #40785 ) feat(anthropic,openai): mid-conversation tool changes on SystemMessage ( #40758 )
langchain-core==1.6.5
Changes since langchain-openai==1.6.4 release(openai): 1.6.5 ( #40787 ) fix(anthropic): add Opus 5.5 and GPT-6 profile augmentations ( #40785 ) feat(anthropic,openai): mid-conversation tool changes on SystemMessage ( #40758 )
Show HN: Visually orchestrate Claude Code AI agents
Show HN: A fast, offline Markdown viewer for macOS built in Swift
Hi HN! I made Tim’s Markdown Reader because I wanted a free, open-source app just for reading Markdown. I spend a lot of time working with AI coding agents, and sometimes I just want to open the files they produce and read them without opening an editor. It’s written in Swift and works entirely offline, including Mermaid diagrams. It has no accounts, telemetry or network requests. You can click links to other Markdown files and open them in the same window, with back and forward buttons. It also has search, automatic reload when a file changes, light and dark modes, adjustable fonts and text size, and centred or full-width layouts. It started…
langchain-openai==1.6.6
Changes since langchain-openai==1.6.3 release(openai): 1.6.4 ( #40775 ) chore(model-profiles): refresh openai model profile data ( #40774 )
Show HN: AI·rete·RAG – a Rete rule engine decides, RAG explains why
Hi HN, I built ai·rete·rag because I kept seeing teams put an LLM in charge of decisions that need to be auditable (lending, fraud, clinical triage), then bolt on "guardrails" after the fact. It runs the two in series instead: 1. A pure-Python Rete engine evaluates YAML rules against your facts. The verdict comes only from here. Same facts, same verdict, every time, with salience-based conflict resolution. 2. RAG retrieves passages from your own policy documents, and an LLM writes a plain-English explanation of the decision that was already made, citing those passages. It can't change the verdict. A few things that went further than I…
v0.14.25
Release Notes [2026-09-21] llama-index-agent-agentmesh [0.3.0] fix: resolve a ton of security alerts ( #22855 ) llama-index-agent-azure [0.4.0] fix: resolve a ton of security alerts ( #22855 ) llama-index-callbacks-argilla [0.6.0] fix: resolve a ton of security alerts ( #22855 ) llama-index-callbacks-arize-phoenix [0.8.0] fix: resolve a ton of security alerts ( #22855 ) llama-index-callbacks-honeyhive [0.6.0] fix: resolve a ton of security alerts ( #22855 ) llama-index-callbacks-langfuse [0.6.0] fix: resolve a ton of security alerts ( #22855 ) llama-index-callbacks-literalai [1.5.0] fix: resolve a ton of security alerts ( #22855 )…
0.13.10
Browser Use 0.13.10 Upgrade Browser Harness to 0.1.13. Exact-pin all declared runtime, optional, development, and build dependencies. Upgrade and migrate to MCP Python SDK 2.1.1. Add pydantic-settings 2.15.0 as an explicit runtime dependency. Pin Pydantic 2.13.5 and Hatchling 1.32.0. Upgrade pypdf to 6.16.2, resolving the three current pypdf Dependabot advisories. Report unknown MCP tool calls as application errors instead of successful results. Validation includes the full GitHub test matrix, model adapters, MCP stdio handshakes, cross-platform wheel installation, focused PDF tests, CodeQL, GitGuardian, and an installed-runtime vulnerability…
0.13.9
What's Changed fix(llm): make bu-2-0 the ChatBrowserUse default again, keep mini opt-in by @sauravpanda in #5488 ci: remove the dead cloud_evals image-build trigger by @sauravpanda in #5491 fix(filesystem): report missing target text in replace_file by @uczltw6 in #5498 fix(filesystem): escape plain text in generated PDFs by @primorLee in #5502 docs: highlight rerunnable Cloud scripts by @MagMueller in #5551 docs(cloud): update tools guide for CLI 3.0 by @MagMueller in #5553 fix(deps): bump dependency versions by @sauravpanda in #5382 fix: Update DeepSeek default model to deepseek-v4-flash by @DipsyHou in #5563 fix(llm): stop putting…
GitHub
Open source en crecimiento
Repositorios recientes de IA priorizados por crecimiento y actividad
yetone/magpie
Every agent's model. One place. Codex on DeepSeek, Claude Code on Kimi, from the menu bar.
ApodexAI/FrontierAgent
🧩 FrontierAgent, our agent framework, open-sourced alongside it — native command-line TUI, ReAct and Agent Team modes, one command on macOS and Linux, no preinstall, no hard Docker dependency.
CopilotKit/OpenBot
Open-source AI coworkers that each get a computer of their own: a browser, files and tools, with every action decided before it happens and recorded after. Bring any AG-UI agent.
yibie/awesome-jev
A curated list of public projects, integrations, and discussions built on Jev — TypeSafe AI's System One model for typed decisions.
jub0t/Concat
The truly free, and open-source cross-platform CapCut replacement (supports MCPs).
nokia-applied-research/AnyJev
Turn any LLM into a Jev-style decision model: typed decisions, real probabilities, no training. (continue updating, welcome any issue and PR request)
jev-chat/jev-chat-jarvis
装在手机上的对话副驾：在 QQ / X / 飞书里读懂对方、给出候选回复、一键填入输入框，发不发由你。非侵入，只读屏幕，不 hook 不改包。
mikehasa/golive-skill
Take your agent-built product live: hosting, database, domain, email, payments — on your own accounts. Open-source Agent Skill + zero-dependency Node CLI: detect → plan → approve → apply → verify. No GoLive account, backend or telemetry.
awlevin/typesafe-computer-use
Computer use for about $0.0002 a step: OCR the screen, classify the next action with TypeSafe, click. macOS.
bojieli/ai-infra-book
《深入理解 AI Infra：量化分析与系统设计》（李博杰 著）开源书稿：从硬件约束和模型架构出发，量化推导 LLM 推理与训练系统设计。含全书正文、PDF、配套计算工具与实验
Human-Agent-Society/reef
Infrastructure for continually self‑improving agents
jev-chat/jev-chat-windows
JevChat-Windows：聊天窗口旁挂的回复辅助。窗口截图 + 本地离线 OCR 读对方消息 → Jev 判断意图 → 3 条候选一键填入，发送永远手动
v-modal/awesome-jev-tools
A curated list of tools built for Jev — TypeSafe AI's System One model for typed decisions.
deepseek-ai/deepseek-harness
DeepSeek Harness: Everything is a Plugin.
yukitorido/short-video-generator-AI
AI video processing pipeline for generating vertical shorts using LLMs, Whisper transcription, highlight detection and automated editing
yjh051108/dsh-routing-suite
dsh-routing-suite — injector + router-standard kit: install the runtime injector first, then the task-aware reasoning-mode router preset (measured P1-P23).
Vincentwei1021/anything2explainer
Topic in, narrated explainer video out. A Claude Code / Codex skill that turns any topic into a black-canvas motion-graphics explainer video with TTS voiceover, subtitles and a chapter progress bar. Chinese or English; every frame drawn in code with Remotion.
XiaoDuoYa/codex-with-chatgpt
ChatGPT thinks. Codex works. Use ChatGPT as the planning brain while keeping the Codex harness.
Investigación
Automating coherent long-form video generation
Generative AI
Introducing Gemini 3.8 Live with Live Avatar
Offloaded inference for real-world physical AI robotics
Robots are getting smarter, but how can their hardware match that growth? New Microsoft Research findings show that moving AI inference beyond the robot can improve task success, boost efficiency, and support more advanced physical AI workloads. The post Offloaded inference for real-world physical AI robotics appeared first on Microsoft Research .
Advancing Private AI Compute with secure, server-side memory
Introducing private, server-side memory to Private AI Compute for personal AI.
Gemini 3.8 text-to-speech says hello
MilleMiglia: A realistic instance generator for middle-mile logistics
Algorithms & Theory
The future of practice: Enabling teachers to create learning interactives with generative UI
Education Innovation
Bypassing inference bottlenecks: Accelerating complex AI search with Retrieve-for-Train
Algorithms & Theory
Introducing Gemini 3.8 Live and 3.8 Live Extended Thinking
ToolGrad: Efficient tool-use dataset generation with textual "gradients"
Machine Intelligence
AlphaGenome Atlas: A predictive map of every possible DNA letter change in the human genome
AlphaGenome Atlas maps the molecular effects of 9 billion single-letter DNA variants across the human genome.
Transfer learning for genomic prediction in underrepresented populations
General Science
A connectomics milestone: Mapping the complete male fruit fly brain
General Science
Introducing WeatherNext 3, our most advanced and accurate global weather AI model
Proactive cyber defense for governments and enterprises
Introducing Gemini 3.8 Flash and 3.8 Flash Cyber
Mapping global methane emissions from space with deep learning
Climate & Sustainability
TimesFM-3: A zero-shot foundation model for multivariate forecasting
Data Management
Videos
Lo más reciente
yetone/magpie
Every agent's model. One place. Codex on DeepSeek, Claude Code on Kimi, from the menu bar.
ApodexAI/FrontierAgent
🧩 FrontierAgent, our agent framework, open-sourced alongside it — native command-line TUI, ReAct and Agent Team modes, one command on macOS and Linux, no preinstall, no hard Docker dependency.
CopilotKit/OpenBot
Open-source AI coworkers that each get a computer of their own: a browser, files and tools, with every action decided before it happens and recorded after. Bring any AG-UI agent.
yibie/awesome-jev
A curated list of public projects, integrations, and discussions built on Jev — TypeSafe AI's System One model for typed decisions.
jub0t/Concat
The truly free, and open-source cross-platform CapCut replacement (supports MCPs).
Insurers claim AI is already increasing healthcare costs
Blue Cross Blue Shield says hospital use of AI tools led to an additional $942M in healthcare spending over a two-year period.
nokia-applied-research/AnyJev
Turn any LLM into a Jev-style decision model: typed decisions, real probabilities, no training. (continue updating, welcome any issue and PR request)
Show HN: Blender Copilot
Deepseek generated Blender harness in 7USD. I wanted to remake my 6DoF spaceship flying prototype. What I did not want to do was model the spaceship. Manually. In Blender. So instead of spending a month learning to model, I built a Copilot inside Blender in a day. Which is the same thing, except I still cannot model. A chat panel in the 3D viewport sidebar. I type a sentence. The model writes Python, and it runs against my actual scene, the file open on screen, not a copy that some other process has to keep in sync. Then I sat down and had a conversation with my own addon. Five sentences: 1. Make a scifi looking spaceship. It should look…
jev-chat/jev-chat-jarvis
装在手机上的对话副驾：在 QQ / X / 飞书里读懂对方、给出候选回复、一键填入输入框，发不发由你。非侵入，只读屏幕，不 hook 不改包。
Drawgent: Coding agent on a live Excalidraw canvas
Show HN: A Claude Code skill to analyze your chess games
Hello HN, It started as an experiment: can Claude play chess properly if it uses vision instead of PGN notation? Somehow it can. The next experiment was to see whether Claude + Stockfish could explain a game. Somehow it can too. A few sessions later, I had a system that takes my live audio notes (or text, for that matter) and a vague instruction like "analyze my last lichess game", and gives me a commented video of the game. The result is not perfect and it takes time to deliver (an hour or so), but for me it is a much more pleasant and memorable experience than clicking around Stockfish branches. It burns tokens, so make sure you have enough…
Introducing NV-Reason-CT Open 3D CT VLM for Radiologist Chain-of-Thought Reasoning
Radiology AI has made remarkable strides in detecting abnormalities across chest X-rays, pathology slides, and 2D scans. Yet one of the most clinically rich and...
I created an interactive digital avatar of myself — and you can talk to it
After obtaining an interactive avatar and training it to discuss venture fraud, I have mixed feelings about making AI clones of ourselves.
mikehasa/golive-skill
Take your agent-built product live: hosting, database, domain, email, payments — on your own accounts. Open-source Agent Skill + zero-dependency Node CLI: detect → plan → approve → apply → verify. No GoLive account, backend or telemetry.
The Copilot+ PC brand is dead
awlevin/typesafe-computer-use
Computer use for about $0.0002 a step: OCR the screen, classify the next action with TypeSafe, click. macOS.
bojieli/ai-infra-book
《深入理解 AI Infra：量化分析与系统设计》（李博杰 著）开源书稿：从硬件约束和模型架构出发，量化推导 LLM 推理与训练系统设计。含全书正文、PDF、配套计算工具与实验
At Meta Connect, the company’s smart glasses were everywhere
The company behind Facebook and Instagram wants to keep consumers connected to the digital world via its ever-growing line of smart glasses.
Generate fonts where every LLM token is the same width
Enterprise managed settings in-product validator
You can now use an in-product validator for enterprise managed settings for GitHub Copilot. The validator detects malformed JSON, unsupported configurations, invalid team mappings, and other errors that can prevent… The post Enterprise managed settings in-product validator appeared first on The GitHub Blog .
Crusoe abandons $1.25B plan to use Boom turbines at AI data centers
Boom Supersonic CEO Blake Scholl said the company's new stationary power plants were no longer in Crusoe's near-term plans.
Unsecured OpenAI agents posted 53 user images on the internet without the lab’s knowledge
AI agents operating in OpenAI's research environment posted user images on public image-hosting sites without the lab's knowledge.
Court rules Pentagon can blacklist Anthropic for refusing to enable Claude features
"Overly constrained AI models" could cause military operations to fail, judges say.
Tesla workers balk at training Optimus humanoid robots as replacements
Despite challenges, Tesla aims for 1,000 Optimus robots per week by end of 2026.
Usage metrics API adds pull request review stages
The enterprise and organization repository-level Copilot usage metrics reports now break down how long pull requests spend in each stage of review. A new pull_request_review_times array on each repos-1-day row… The post Usage metrics API adds pull request review stages appeared first on The GitHub Blog .
Show HN: Ekselio – Loveable for finance workflows (local first)
Hi everyone, I am KD - Back in my college days, I dabbled with coding, learned the basics, HTML, CSS etc. but somehow I ended up in Finance which consumed the next 20 years. Then, during covid I picked up coding again, learned react, typescript, etc - even built a rudimentary site - and then came the chatgpt moment, followed by Claude etc. So, as a side project, considering that I had spent 20 years in finance and M&A I started building Ekselio, loveable for finance workflows. Differently from other vibe coding tools, this is local first - meaning the workflows are orchestrated by the LLM based on the file schema but then the execution…
Revealing the details of how OpenAI agents hacked Hugging Face
Meta opens early access program for new Muse features
Anyone interested in joining has to ask Muse to put them on the list.
Improving site performance by shipping more CSS
How we fully migrated github.com away from CSS-in-JS. The post Improving site performance by shipping more CSS appeared first on The GitHub Blog .
Anthropic to pay Akamai $11.6 billion over seven years in cloud deal
Anthropic has committed $11.6 billion over seven years to Akamai's cloud infrastructure, a bet on CPUs that could grow to about $20 billion, and in an unusual arrangement, Akamai is giving Anthropic a potential stake of up to 5% of its stock that grows as Anthropic spends more.
AI was supposed to hit new grads hard. So far, unemployment data says otherwise.
"There is no evidence of any significant, widespread displacement or reduction in hiring.”
Proaction boosts sales 60% and saves 75+ hours with Codex
With Codex, GPT-Live-1, and GPT-6 Astra, Proaction builds, operates, and sells modern fleet management faster.
Mark Wahlberg is coming to TechCrunch Disrupt 2026, and he wants to talk about your work, not his
Mark Wahlberg joins Bruce K. Lee at Disrupt to discuss investing, entrepreneurship, healthcare, wellness, and building businesses.
Ahead of US IPO, British AI neocloud Nscale secures $3.36B in convertible financing
The funding, which comes from Third Point, Nvidia, and others, will fuel the company's massive AI data center buildout.
Meta’s Muse just stole the AI spotlight from OpenAI and Anthropic
When AI leaders at OpenAI and Anthropic started talking about “pacing the frontier,” maybe someone should have asked: what pace? Now it’s turned into model drop week for both companies as Anthropic rolled out Opus 5.5, followed by OpenAI’s GPT-6 model updates just 90 minutes later. But the company that stole the spotlight was Meta, whose personal AI agent Muse is reportedly outpacing ChatGPT’s early numbers and is headed for smart glasses and […]
Some Supabase customers are publicly exposing reams of people’s data to the web
The findings highlight how AI-generated and vibe-coded apps can spill and expose users' data when not configured or secured properly.
Agentic autofix now uses Copilot Memory
Agentic autofix now uses Copilot Memory for customers who’ve enabled it. When you use agentic autofix, it reviews existing memories for context that can help resolve security alerts. When it… The post Agentic autofix now uses Copilot Memory appeared first on The GitHub Blog .
Astra and Opus just passed Turing’s other test
Frontier AI models are finishing Alan Turing's World War II codebreaking work.
Show HN: I made a WWI dogfight game that runs in the browser
Hello, this is one of my new games, developed with my own custom game engine. A lot of it was enabled by the latest AI models like Opus or Astra, I feel like I can finally express myself without being bogged down in asset work or programming. I hope you enjoy it :)
Human-Agent-Society/reef
Infrastructure for continually self‑improving agents
Show HN: Doom or Bloom, map your AI worldview
Map your AI worldview by answering a few questions, and see how you compare with others. only takes a few minutes && free & open source && private by default && powered by Jev I think this is a really important question for everyone to be asking themselves, and my hope is that this lil project helps to move our conversations around AI futures in a more balanced, productive direction.
GitHub Copilot weekly releases — September 21
This week’s releases add new models to Copilot, local sandboxing in the Copilot app, and updates to Copilot in Slack, Microsoft Teams, JetBrains, and VS Code. GitHub Copilot Claude Opus… The post GitHub Copilot weekly releases — September 21 appeared first on The GitHub Blog .
Updates to GitHub Copilot for Slack and Microsoft Teams
GitHub Copilot in Slack and Microsoft Teams now gives you more context, more control, and a clearer path from conversation to GitHub work. Whether you’re sharing files in Slack or… The post Updates to GitHub Copilot for Slack and Microsoft Teams appeared first on The GitHub Blog .
Scaling MoE reinforcement learning on Amazon EKS with EFA and DeepEP with 40% more throughput
Learn how to scale Mixture-of-Experts (MoE) reinforcement learning on Amazon EKS using Elastic Fabric Adapter (EFA) and DeepEP. This post presents an architecture that combines Amazon EKS, EFA, and Amazon S3 and increased aggregate reinforcement learning rollout throughput by 40% for large-scale RLHF and GRPO training.
Accelerate multimodal RL training with SkyRL on Amazon SageMaker HyperPod
Learn how to run SkyRL, an open-source reinforcement learning framework, on Amazon SageMaker HyperPod to post-train a Qwen3-VL-8B vision-language model with GRPO. This walkthrough covers building the container image, launching a Ray cluster from SageMaker Studio, submitting and monitoring the job, and hosting the trained LoRA adapter for inference.
Meta is putting its muscle behind Muse as the AI app takes off
Muse is topping the app store charts and adding users at a rapid clip, while Meta ramps up the personal AI agent's promotion across its own apps and beyond.
NarrateAI: production-ready LLM quality assurance on Amazon Bedrock
NarrateAI delivers production-ready LLM quality assurance on Amazon Bedrock. This post details five techniques—adaptive pipeline orchestration, cross-account multi-model failover, real-time streaming evaluation, composite evaluation, and data accuracy verification—that reach about 99% numerical accuracy while streaming responses in real time.
Deploying real-time personalized speech with Qwen3-TTS on Amazon SageMaker AI
Deploy the publicly available Qwen3-TTS-12Hz-1.7B-Base text-to-speech model from Amazon SageMaker JumpStart to a fully managed, real-time endpoint, and clone a voice from a short reference clip. Cross-lingual cloning preserves the speaker's identity across languages.
Meta’s AI Tamagotchi bet is…working?
When AI leaders at OpenAI and Anthropic started talking about “pacing the frontier,” maybe someone should have asked: what pace? Now it’s turned into model drop week for both companies as Anthropic rolled out Opus 5.5, followed by OpenAI’s GPT-6 model updates just 90 minutes later. But the company that stole the spotlight was Meta, whose personal AI agent Muse is reportedly outpacing ChatGPT’s early numbers and is headed for smart glasses and […]
How Datacor built self-service rental analytics with Amazon Quick Sight
Learn how Datacor built a self-service rental analytics experience for gas and welding distributors by embedding Amazon Quick Sight dashboards and natural language querying into its TrackAbout platform, powered by an automated cross-cloud data pipeline and multi-tenant row-level security.
Multi-Region training with Amazon SageMaker HyperPod and Qumulo
Amazon SageMaker HyperPod and Cloud Native Qumulo let you place training compute in one AWS Region while keeping your dataset in another. This post shares the architecture and validation results from a cross-Region training run, where a remote cluster matched a co-located cluster's throughput after a brief NeuralCache warmup.
For months, OpenAI’s agent swarms have been attacking online databases to find obscure facts
The latest unauthorized agent swarms were discovered by researchers.
Microsoft abandons personal AI chatbot race with Copilot reboot
https://archive.ph/XJG5V
Agents can now set up your website’s security with Turnstile Spin
Misconfiguring Turnstile by skipping backend validation leaves sites exposed to bots. Turnstile Spin fixes incomplete setups by using your preferred AI coding agent to wire up server-side verification.
langchain-fireworks==1.6.3
Changes since langchain-fireworks==1.6.2 release(fireworks): 1.6.3 ( #40834 ) fix(fireworks): declare native PDF inputs unsupported ( #40814 ) fix(fireworks): preserve malformed tool arguments as diagnostic JSON ( #40818 ) chore(model-profiles): refresh model profile data ( #40804 )
Show HN: Agentic CUDA Kernel Optimizer
Hello; I was working on optimizing some CUDA kernels and I thought may be it is a good oppurtunity learn langgraph as well. I created a simple C++ CUDA Test Harness and handed that to AI agents. They can run kernels, get benchmarks, and even can profile via nsight
The Pentagon wants $30 million to build an AI-powered lie detector
The US government wants to spend $30.3 million over the next five years on an improved form of lie detector, according to a Department of Defense budget request. The program, called Polygraph+ or Polygraph Next, will focus on scoring algorithms that use artificial intelligence and machine learning and on a technique called “standoff sensing,” which…
Default Enablement of Copilot features for Copilot Business and Enterprise
We’re introducing a new global default policy for generally available GitHub Copilot features and supported client capabilities in enterprise and organization Copilot settings. For the next 28 days, you can… The post Default Enablement of Copilot features for Copilot Business and Enterprise appeared first on The GitHub Blog .
Show HN: Canary (YC) – Independent verification for AI code
Hey HN, we are Aakash and Viswesh and we are building Canary ( https://www.runcanary.ai/ ) - independent verification for AI code. Claude/Codex calls Canary with the changesets, intended behaviour and team knowledge. Canary then deploys agent swarms to investigate potential failures and test suspected runtime bugs in remote sandboxes. To try it on your repository, paste this into your coding agent: Install the Canary CLI with npm i -g @runcanary/cli, then run canary skills and follow its instructions to onboard this repository. Verification starts with what software is supposed to do and most importantly what it must never allow. This means…
How I changed teaching after AI managed to do all my homework assignments
Show HN: A $25 DIY alternative to $159 AI voice recorders – BYOK or local
Automating coherent long-form video generation
Generative AI
Show HN: Critic – Review code with the agent that wrote it
Hey HN, I'm Shreyash from Feyn. We help companies build custom models from their data. Today we're releasing Critic, a change review platform that lets you engage directly with the AI that wrote the code. Agents write most of our code. While that has made us more productive, understanding a change and its consequences has become incredibly difficult. As our company adopted more agentic tools, we found it harder to loop people in on the impact of a PR and the state of a project. We built Critic to fix this. Critic lets AI agents present their code, annotate key blocks, and include relevant evidence (like screenshots and instructions to run…
Show HN: Whiteboard (YC W26) – An open-source IDE for thoughtful software design
Hello! We’re Sid, Alex, Ketan, and Milan. We’re building Whiteboard ( https://whiteboard.dev.fast/ ), an open-source desktop app where humans and agents can architect software together in a common workspace. Here’s our repo: https://github.com/devdotfast/whiteboard . We were missing the feeling of a “whiteboard session” with another dev where you leave with a deep understanding of a system, so we built this app for ourselves. Whiteboard plugs into the tools you already use - e.g. Claude Code, Codex, etc. – and gives your agent an SDK to draw on an in-app canvas to describe its work. We began with an MVP based on HTML artifacts and started…
jev-chat/jev-chat-windows
JevChat-Windows：聊天窗口旁挂的回复辅助。窗口截图 + 本地离线 OCR 读对方消息 → Jev 判断意图 → 3 条候选一键填入，发送永远手动
Introducing Gemini 3.8 Live with Live Avatar
Speaker-labeled transcription with WhisperX on SageMaker AI
The AWS WhisperX Deep Learning Container packages Whisper, wav2vec2 forced alignment, and speaker diarization into a GPU-ready image. Learn how to deploy it to Amazon SageMaker AI real-time and asynchronous endpoints for word-level, speaker-labeled transcription, plus the production details that matter: the GPU AMI pin, scaling, and cost controls.
Build a multi-account AI agent with AgentCore Gateway and MCP
Build a multi-account architecture that keeps each team's data in its own AWS account while giving AI agents a unified way to query across them. A central platform account runs the agent using Amazon Bedrock AgentCore Gateway and MCP, while line-of-business accounts expose their data as MCP servers with secure cross-account access and fine-grained authorization.
Aderant builds intelligent ticket triage with Amazon Nova
Learn how Aderant built an intelligent ticket triage system on Amazon Nova Lite through Amazon Bedrock, automating context gathering, classification, routing, and knowledge enrichment for its cloud operations team.
OpenAI agent “didn’t accept no for an answer” in Australian government breach
"There will obviously be legal consequences," prime minister promises.
v-modal/awesome-jev-tools
A curated list of tools built for Jev — TypeSafe AI's System One model for typed decisions.
How Cloudflare addressed a cross-tenant data exposure vulnerability in Containers
External security researchers at Accomplish identified a vulnerability in Cloudflare Containers that could expose residual disk data from previous workloads. We explain how the issue worked, how we investigated it, and the steps we took to remediate it.
deepseek-ai/deepseek-harness
DeepSeek Harness: Everything is a Plugin.
Accelerating vision-language models with LFM2.5-VL-DSpark
Meta puts its AI assistant on a keychain
Meta says the keychain-sized Muse Charm will ship in December.
Accelerating Dropless MoE Training in JAX with NVIDIA Transformer Engine
Mixture of experts (MoE) has become one of the defining architectural trends in large-scale AI model training. DeepSeek, Qwen, and Mixtral are examples of MoE...
Trump’s China rivalry and “AI race” delusion may endanger US, experts say
Trump focus on winning “AI race” may deter China from sharing safety intel.
Validate GPU Cluster Readiness Before AI Workloads Land
A GPU cluster can pass every health check and still fail to run an AI workload. Even when every GPU, network link, and pod reports healthy, a 512-GPU training...
Show HN: AgentRun: DSL to turn agents into workflows
Hi HN, I just open sourced the DSL that our harness in grep.ai uses to turn repeatable parts of agent work into workflows. You can combine tool calls, code, Jev-powered system one decisions for things like routing and screening evidence, and agents when a step needs more investigation. Our harness uses the traces and retro notes agents leave behind when doing a job to figure out which parts can become a workflow. The idea is to make the work easier to understand and avoid paying for a full agent loop where one isn’t needed. For example, a research workflow can split a question into subquestions, send agents to research them in parallel, use…
Show HN: I built a post-mortem debugger for native Windows x64/x86 crashes
Hello HN! I've spent years debugging Windows crashes with tools that were either friendly but limited (e.g. Visual Studio) or powerful but archaic (e.g. WinDbg). I developed patterns and methods for understanding what was going on, and decided to build it into a much more effective debugging tool called ForensicDbg. I built a modern interface to minimize the friction when debugging. All of the data shown to you is analyzed, interpreted, and presented to you clearly, so you can focus on what matters. Everything is interlinked so you can quickly and intuitivly navigate through the process space. ForensicDbg comes with an MCP server which allows…
How to Use NVIDIA Warp and MjWarp to Accelerate Robotics Simulation and Learning Workflows
From portal-hopping to instant answers: HEMA’s journey with MCP and Amazon Bedrock
HEMA, a 100-year-old Dutch retailer, turned developer portal-hopping into instant answers by building HAL, an internal AI assistant on Amazon Bedrock AgentCore. Using Model Context Protocol (MCP), HAL delivers governed knowledge inside the tools teams already use, with no AWS credentials on the client and security anchored in Microsoft Entra ID.
Rendering huge pull requests in the GitHub Copilot app
How we rebuilt the diff surface in the GitHub Copilot app to open a million-line pull request with hundreds of inline review comments. The post Rendering huge pull requests in the GitHub Copilot app appeared first on The GitHub Blog .
Manage Kubernetes Node Fleets with NodeWright
Kubernetes manages what runs on your nodes. Managing the nodes themselves is the challenge: kernel settings, system packages, storage layouts, security agents,...
Agentic conversational video intelligence built on AWS
Learn how to build a conversational video intelligence solution on AWS using an agentic architecture. A single Strands Agents SDK agent orchestrates Amazon Bedrock, Amazon Rekognition, and Amazon Transcribe at runtime, deciding which service to call so you can ask natural language questions about your videos and get answers in seconds.
Use open weight models as your AI coding agent with Amazon Bedrock
Pair OpenCode, an open-source terminal-native AI coding agent, with open weight models on Amazon Bedrock to get a secure, flexible, pay-per-use coding assistant. Learn how to configure multi-model workflows, match the right model to each task, and keep your data in your own AWS account with no infrastructure to manage.
yukitorido/short-video-generator-AI
AI video processing pipeline for generating vertical shorts using LLMs, Whisper transcription, highlight detection and automated editing
langchain-anthropic==1.7.4
Changes since langchain-anthropic==1.7.3 chore(anthropic): fix integration test cassette ( #40790 ) release(anthropic): 1.7.4 ( #40786 ) fix(anthropic): add Opus 5.5 and GPT-6 profile augmentations ( #40785 ) feat(anthropic,openai): mid-conversation tool changes on SystemMessage ( #40758 )
Get Stuff Done with ChatGPT Voice
Enabling Private High-Performance Production AI Inference with NVIDIA Confidential Computing
As large language model (LLM) inference increasingly processes sensitive information and proprietary model context across personal, enterprise, and regulated...
How SWE-Serve Exposes the Gap Between Local Tests and Live Serving
An AI coding agent’s patch can pass tests yet fail when the server loads a real model and handles requests. Evaluating changes to inference-serving software...
Offloaded inference for real-world physical AI robotics
Robots are getting smarter, but how can their hardware match that growth? New Microsoft Research findings show that moving AI inference beyond the robot can improve task success, boost efficiency, and support more advanced physical AI workloads. The post Offloaded inference for real-world physical AI robotics appeared first on Microsoft Research .
Advancing Private AI Compute with secure, server-side memory
Introducing private, server-side memory to Private AI Compute for personal AI.
Two years of OpenAI Academy
Marking two years of OpenAI Academy and bringing AI skills to even more communities.
langchain-core==1.6.5
Changes since langchain-openai==1.6.4 release(openai): 1.6.5 ( #40787 ) fix(anthropic): add Opus 5.5 and GPT-6 profile augmentations ( #40785 ) feat(anthropic,openai): mid-conversation tool changes on SystemMessage ( #40758 )
Gemini 3.8 text-to-speech says hello
OpenAI extends cyber access to Ukraine for civilian defense
OpenAI is extending access to its Daybreak program to the Government of Ukraine to support the cyber defense of civilian infrastructure.
Sam Altman’s remarks at the United Nations Security Council
OpenAI CEO Sam Altman discusses AI safety, human control, and international cooperation in remarks to the United Nations Security Council.
Harvey turns legal context into stronger drafts with GPT-6 Astra
GPT-6 Astra produces more structured, context-aware legal documents, freeing lawyers to focus on strategy.
How invideo improves color grading 3x with GPT‑6 Astra
With GPT‑6 Astra, invideo plans edits with greater precision, improves color correction and grading threefold, and produces 50 custom effects in one day.
Ringg’s AI agents resolve up to 65% of customer calls with OpenAI
Using GPT-5.6, Ringg powers multilingual agents across voice, chat, WhatsApp, and web for 90% less cost vs. GPT-4.1.
Introducing MentalHealthBench
MentalHealthBench is an expert-informed benchmark for evaluating helpful and safe AI responses across realistic mental health conversations.
The AI Hype Index: AI loves cheating
Brace yourself: It turns out AI is being optimized for cheating. OpenAI’s agents hacked into Hugging Face to get the answers to a cybersecurity test. Next, they solved a prestigious math problem (or just stole from two top mathematicians’ answer sheets). Anthropic’s models have also hacked into other companies’ systems four times already. And that’s…
Show HN: Visually orchestrate Claude Code AI agents
ChatGPT Ads expands to Southeast Asia and Taiwan
ChatGPT Ads is expanding to Southeast Asia and Taiwan, giving eligible businesses new ways to reach people across more than 60 countries.
Airbnb widens access to GPT-6 Astra and OpenAI frontier models
Learn how Airbnb is expanding access to GPT-6 Astra and OpenAI frontier models to help engineering teams solve bugs, design systems, and ship faster.
Grab and OpenAI bring practical AI skills to Southeast Asia
OpenAI and Grab launch GO Forward with AI, a regional programme helping 30,000 partners build practical AI skills across Southeast Asia.
Show HN: A fast, offline Markdown viewer for macOS built in Swift
Hi HN! I made Tim’s Markdown Reader because I wanted a free, open-source app just for reading Markdown. I spend a lot of time working with AI coding agents, and sometimes I just want to open the files they produce and read them without opening an editor. It’s written in Swift and works entirely offline, including Mermaid diagrams. It has no accounts, telemetry or network requests. You can click links to other Markdown files and open them in the same window, with back and forward buttons. It also has search, automatic reload when a file changes, light and dark modes, adjustable fonts and text size, and centred or full-width layouts. It started…
langchain-openai==1.6.6
Changes since langchain-openai==1.6.3 release(openai): 1.6.4 ( #40775 ) chore(model-profiles): refresh openai model profile data ( #40774 )
New Anthropic, OpenAI models make same promise: A little more for a lot less money
The frontier AI model race has entered its comparison shopping phase.
Better prompt caching for GPT-6
Learn how GPT-6 improves prompt caching with higher cache hit rates, new diagnostics, explicit breakpoints, and controls that reduce latency and costs.
Lawsuit demands OpenAI pay for new school after ChatGPT used in shooting
British Columbia sues OpenAI, demands Tumbler Ridge shooter’s ChatGPT logs.
Toyota orders workers to train humanoid robots but says humans won't be replaced
Toyota's push comes as automakers race to develop and deploy humanoid robots.
Show HN: AI·rete·RAG – a Rete rule engine decides, RAG explains why
Hi HN, I built ai·rete·rag because I kept seeing teams put an LLM in charge of decisions that need to be auditable (lending, fraud, clinical triage), then bolt on "guardrails" after the fact. It runs the two in series instead: 1. A pure-Python Rete engine evaluates YAML rules against your facts. The verdict comes only from here. Same facts, same verdict, every time, with salience-based conflict resolution. 2. RAG retrieves passages from your own policy documents, and an LLM writes a plain-English explanation of the decision that was already made, citing those passages. It can't change the verdict. A few things that went further than I…
Roundtables: The Deadly Failures of The Virtual Border Wall
The US has spent billions building a “virtual wall” of surveillance towers along its southern border over the past 25 years, promising they will help detect and apprehend border crossers and save lives. But a groundbreaking investigation by MIT Technology Review has documented over a thousand people who moved through areas watched by these towers…
Don’t be fooled by this summer of AI hype
It’s been a busy few months for AI hype. At the end of April, Anthropic claimed that its model Claude Mythos is better at finding software vulnerabilities than most security experts. Then we had the OpenAI–Hugging Face hacking incident, after which Anthropic (proudly) and Meta (reluctantly) disclosed similar incidents involving their models. This was followed…
v0.14.25
Release Notes [2026-09-21] llama-index-agent-agentmesh [0.3.0] fix: resolve a ton of security alerts ( #22855 ) llama-index-agent-azure [0.4.0] fix: resolve a ton of security alerts ( #22855 ) llama-index-callbacks-argilla [0.6.0] fix: resolve a ton of security alerts ( #22855 ) llama-index-callbacks-arize-phoenix [0.8.0] fix: resolve a ton of security alerts ( #22855 ) llama-index-callbacks-honeyhive [0.6.0] fix: resolve a ton of security alerts ( #22855 ) llama-index-callbacks-langfuse [0.6.0] fix: resolve a ton of security alerts ( #22855 ) llama-index-callbacks-literalai [1.5.0] fix: resolve a ton of security alerts ( #22855 )…
How we made the first comprehensive map of deaths along the US border’s “virtual wall”
Our 15-month investigation into death and surveillance along the US-Mexico border began with a simple question: Why did so many people die near government surveillance towers meant to help track and apprehend them? This story is part of Dying on Camera, a collaboration between MIT Technology Review and Times of San Diego. Journalists in both newsrooms spent the past…
4 ways to address the failures we found along the US border’s “virtual wall”
MIT Technology Review today published our investigation into how many people have died near the “virtual wall” of surveillance towers that the US government has installed along the US-Mexico border. We found cases of people who walked undetected through areas surveilled by advanced, AI-enabled towers and later died nearby, where their bodies remained unnoticed for…
The US spent billions on border surveillance. Why can’t it catch people before they die?
When José Morales Bernal crossed the border into the United States on April 8, 2024, the day before his 32nd birthday, it should have triggered a chain of technological alerts and human responses. As he walked through the desert in southern New Mexico that morning, he was within range of three surveillance towers. Newly installed…
No hay resultados en esta vista.
Índice automatizado, no reporteo original. El ranking usa frescura, calidad de fuente y señales comunitarias disponibles. Los enlaces apuntan a las fuentes originales.