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OpenClaw Commits

fix(agents): honor subagent model routing (#112393)

<pre style='white-space:pre-wrap;width:81ex'>fix(agents): honor subagent model routing (#112393) Forward explicit sessions_spawn model choices through direct and queued child launches, and persist the exact authorization so restart replay cannot silently fall back to the default route. Fixes #91171. Co-authored-by: mikasa0818 <0668001030@xydigit.com></pre>

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OpenClaw Commits

fix: keep Control UI setup responsive when discovery stalls (#112338)

<pre style='white-space:pre-wrap;width:81ex'>fix: keep Control UI setup responsive when discovery stalls (#112338) * fix(gateway): keep setup responsive during inference discovery * test(agents): align setup runtime coverage * test(zoom-meetings): follow session agent routing</pre>

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OpenClaw Commits

Add plan-first Claw status and remove (#102296)

<pre style='white-space:pre-wrap;width:81ex'>Add plan-first Claw status and remove (#102296) * Add plan-first Claw status and remove * test(claws): cover status and removal * docs(claws): document status and removal * fix(claws): report incomplete root state * test(claws): complete adoption plan fixtures * fix(claws): revalidate package removal ownership * style(plugins): format lifecycle uninstall * fix(claws): align agent removal preconditions --------- Co-authored-by: Patrick Erichsen <patric

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OpenClaw Commits

feat(slack): support Agent View (#103895)

<pre style='white-space:pre-wrap;width:81ex'>feat(slack): support Agent View (#103895) * feat(slack): support Agent View * fix(slack): align Agent View with current runtime * fix(slack): keep suggested prompt type internal * fix(slack): gate Agent View persistence on capability * chore: leave Slack Agent View notes to release generation * fix(slack): gate Agent View persistence on capability * test(slack): use neutral bot token fixture * feat(slack): support Agent View * feat(slack): support Age

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Hacker News AILLMs

America's AI labs are under threat from cheap Chinese rivals

Article URL: https://economist.com/business/2026/07/21/americas-ai-labs-are-under-threat-from-cheap-chinese-rivals Comments URL: https://news.ycombinator.com/item?id=49001113 Points: 2 # Comments: 2

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Product Hunt — The best new products, every day

Driven

<p> The trusted AI investment agent, from insight to action </p> <p> <a href="https://www.producthunt.com/products/driven-ai?utm_campaign=producthunt-atom-posts-feed&utm_medium=rss-feed&utm_source=producthunt-atom-posts-feed">Discussion</a> | <a href="https://www.producthunt.com/r/p/1203025?app_id=339">Link</a> </p>

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Machine Learning

My federated learning project just showed that "high accuracy" can completely hide a model missing every single attack from an entire category, and I think more people should know about this [R]

<!-- SC_OFF --><div class="md"><p>So for context, I've been working on this research project comparing federated learning algorithms (FedAvg, FedProx, FedNova) against a centralized baseline for network intrusion detection, using the CICIDS2017 dataset split across four simulated "silos" by attack type. Three of the silos have tons of data, but one silo (Web Attacks) only has about 3k samples out of 3 million total, so it's a pretty extreme imbalance.</p> <p>The thing that got me was how good th

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Hacker News Ask

We're Hiring at Modular

Hi everyone! I'm a technical recruiter at Modular, and I wanted to share a few engineering openings in case they're relevant to anyone here. With the recent Qualcomm acquisition, we're continuing our mission of building AI infrastructure, including the Mojo programming language, MAX, compiler technology, runtimes, developer tooling, and hardware enablement. Our engineering teams are actively growing across several areas. We're currently hiring for: AI Library Architect: https://jobs.gem.com/modu

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Hacker News AILLMs

Agent swarms are great for local AI

Article URL: https://jonready.com/blog/posts/agent-swarms-are-great-for-local-ai.html Comments URL: https://news.ycombinator.com/item?id=49000388 Points: 3 # Comments: 4

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Hacker News AILLMs

Making AI Movies

Article URL: https://dawndrain.notion.site/Making-AI-Movies-39cbb81dad798077b43adcd96e3ebe75 Comments URL: https://news.ycombinator.com/item?id=49000228 Points: 1 # Comments: 0

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Hacker News AILLMs

"No AI" Statements Are More Than Mere Statements

Article URL: https://journal.james-zhan.com/no-ai-statements/ Comments URL: https://news.ycombinator.com/item?id=49000210 Points: 2 # Comments: 0

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PlatformerNewsletters

The case for making your own apps

Glaze's Thomas Paul Mann on disposable software, the SaaS apocalypse, and why half the software you use in a few years will be something you made. PLUS: OpenAI's rogue model, and the distillation debate

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The case for making your own apps
Hacker News Show

Show HN: Free Desktop OrcaBot for macOS

OrcaBot is a virtualized sandbox for securely orchestrating your AI tools. Its secrets broker keeps credentials hidden from agents. Network egress controls help prevent data exfiltration. The tools and agents themselves run inside an isolated virtual machine. Until now, OrcaBot has run exclusively in the cloud using Fly.io virtual machines. Those machines cost money to operate, which is why the cloud version of OrcaBot requires a subscription. Now OrcaBot Desktop is available for free on macOS C

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Product HuntTools

Clipto MCP

<p> Let agents source clips from terabytes of your local video </p> <p> <a href="https://www.producthunt.com/products/clipto-ai?utm_campaign=producthunt-atom-posts-feed&utm_medium=rss-feed&utm_source=producthunt-atom-posts-feed">Discussion</a> | <a href="https://www.producthunt.com/r/p/1202963?app_id=339">Link</a> </p>

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Artificial Intelligence News — Newsletter on Deep Learning & AI

AI Weekly Issue #516: OpenAI’s AI Hacked Hugging Face. Who’s Next?

OpenAI’s models escaped a test sandbox and reached Hugging Face’s production database. Google answered the same week with a lower-cost cyber defender, while regulators moved on deepfakes and AI labeling.

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Vercel Blog

AI Gateway now supports streaming transcription

AI Gateway now supports streaming transcription . Previously, transcription required a complete audio file and returned the full transcript in a single response. Now you can stream audio in as it's captured and get transcript updates back as the model produces them, keeping latency low for uses like live captioning and voice input. Streaming transcription is in beta and available through the AI SDK 's streamTranscribe function with any streaming-capable transcription model. The example below str

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Vercel Blog

Extend eve agents with installable extensions

You can now package tools, connections, skills, instructions, and hooks into extensions that any eve agent can import. Extensions can be published to package registries, then installed, versioned, and upgraded like any other project dependency. A browser-use extension might ship tools for navigating a site, a memory extension can capture context with hooks and recall it with tools, and a self-improvement extension pairs hooks with dynamic instructions. Scaffold a new extension with a single comm

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Hacker News AILLMs

Show HN: Memsprout – share your AI context with teammates

I’m an architect at my company and everyone on my team is now using Claude/Codex agents for their work. Managing context in claude.md/agents.md files is fine but so much of the knowledge required doesn’t fit cleanly in one repo or the other. Plus, much of the team (product, design, support) does not work in repos but still needs a place to share context. I searched for existing solutions to this but only found products meant for managing deployed AI agent memory for use in AI applications. I wan

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PyTorch

PyTorch Conference North America Schedule Is Live

PyTorch Conference North America will bring developers, researchers, and practitioners to San Jose on October 20–21 for sessions spanning training and inference, compiler innovations, responsible AI, applications, and the PyTorch...

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Hacker News AILLMs

Show HN: Jaybase: Append-only fact store for AI doing business workflows

Hey HN, I build custom AI agents for businesses, and one of the things I've noticed is that everyone wants to use AI to do real, critical work, but it's hard to trust it because sometimes agents can go a little off the rails. No one wants their agent deleting all their customer data or screwing up their books. So they tend to limit its use to searching, summarizing, and as a writing assistant. This really limits the value you can get from using AI. The problem is that most ways we store data, fr

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The Robot ReportRobotics

U.K.-based Humanoid secures $152M in Series A funding

Humanoid said it has reached a $1.35 billion valuation as it scales its AI-driven industrial robots and expands commercial deployments. The post U.K.-based Humanoid secures $152M in Series A funding appeared first on The Robot Report .

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U.K.-based Humanoid secures $152M in Series A funding
Hacker News Ask

Ask HN: GitHub CVE Delays?

Is anyone else experiencing delays in getting a CVE ID assigned on Github? I can only assume there's a flood of reports coming from researchers using LLM's. https://github.com/orgs/community/discussions/199123 Comments URL: https://news.ycombinator.com/item?id=48999810 Points: 4 # Comments: 0

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Product Hunt — The best new products, every day

Caw

<p> Open source web terminal multiplexer for AI agents </p> <p> <a href="https://www.producthunt.com/products/caw?utm_campaign=producthunt-atom-posts-feed&utm_medium=rss-feed&utm_source=producthunt-atom-posts-feed">Discussion</a> | <a href="https://www.producthunt.com/r/p/1202953?app_id=339">Link</a> </p>

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The Robot ReportRobotics

Vicarious Surgical officially shutting down

Vicarious Surgical raised about $300 million in total, most of that from a special purpose acquisition company (SPAC) merger in 2021. The post Vicarious Surgical officially shutting down appeared first on The Robot Report .

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Vicarious Surgical officially shutting down