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Moonshot AI's Kimi K3 model features a 1 million-token context window and 3-trillion-scale open weights.

Article URL: https://sairc.vercel.app/resources Comments URL: https://news.ycombinator.com/item?id=48972624 Points: 3 # Comments: 0

<p> AI agents that run order-to-cash operations </p> <p> <a href="https://www.producthunt.com/products/rex-7?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/1200946?app_id=339">Link</a> </p>

<pre style='white-space:pre-wrap;width:81ex'>fix(gateway): prevent cross-client system-agent session takeover (#111565) * fix(gateway): bind system-agent sessions to callers * test(gateway): type system-agent response helper</pre>

<pre style='white-space:pre-wrap;width:81ex'>fix(ui): keep custodian transcript aligned after inference errors (#111562) * fix(ui): reconcile invalidated custodian sessions * test(ui): preserve custodian page harness type</pre>

Article URL: https://www.custodianlabs.io Comments URL: https://news.ycombinator.com/item?id=48972442 Points: 2 # Comments: 1

Article URL: https://promptdna.org Comments URL: https://news.ycombinator.com/item?id=48972378 Points: 1 # Comments: 0

Hi everyone, I read HN every day, but there was always more great content than I had time to read. I know there are already several HN summarizers on GitHub, and I tried some of them. They just didn't fit the workflow I wanted, so I decided to build my own. My project is a self-hosted app that automatically fetches top stories, summarizes them with AI, translates them into your preferred language, and prepares a personalized daily briefing in a nice customizable UI while you sleep. Maybe I'm not

Every day we rate how models fare against each other for specific use cases, so I thought: what if the roles were reversed? What if models could rate us — like Yelp, but the AI agents are the ones leaving the reviews. Try it out and let me know what rating your model gives you. https://rateahuman.xyz Comments URL: https://news.ycombinator.com/item?id=48972330 Points: 1 # Comments: 0

<pre style='white-space:pre-wrap;width:81ex'>fix(agents): preserve fresh workspace hatch (#111553)</pre>

Seriously? What is with all the shitty bridges? What's a sure fire way? Comments URL: https://news.ycombinator.com/item?id=48972273 Points: 1 # Comments: 1

Feyn Labs has released SQRL, a family of text-to-SQL models that inspect a database with read-only probes before committing to a query. The flagship SQRL-35B-A3B reports 70.6% execution accuracy on BIRD Dev, edging Claude Opus 4.6, and distills into self-hostable 4B and 9B checkpoints. The post Feyn AI Releases SQRL, a Text-to-SQL Model Family That Inspects the Database Before Writing a Query appeared first on MarkTechPost .

This one is super niche. I needed a simple service to render sparklines of stocks, crypto, indices, etc for an open source financial agent I'm working on. Didn't find any good options out there, so I built ticker-line. It's a free service to embed SVGs of sparklines in HTML and markdown, and shows live market data. You probably don't need it! But I liked how it turned out and wanted to share. Comments URL: https://news.ycombinator.com/item?id=48972153 Points: 2 # Comments: 0

<pre style='white-space:pre-wrap;width:81ex'>feat(ios): replace the tab bar with a black overlay sidebar (web parity + dashboard) (#111339) * feat(ios): unify navigation on a black overlay sidebar and drop the phone tab bar * test(ios): rework navigation tests and snapshot UITests for the sidebar shell * chore(i18n): sync derived native catalogs for sidebar strings * feat(ios): reveal the sidebar beneath a push-away rounded content card * feat(ios): web-parity sidebar — agent switcher, pinned pa

<pre style='white-space:pre-wrap;width:81ex'>feat(clickclack): session discussions — bound channels, side agent, lifecycle sync (#111503) * feat(clickclack): add session discussions * chore: remove release-owned changelog entry * refactor(clickclack): split discussion service workflows * fix(clickclack): satisfy plugin surface gates * fix: narrow routing peer in inbound test and refresh docs map</pre>

Netflix revealed that it paid $587 million in cash for InterPositive, a startup co-founded by Ben Affleck.

<pre style='white-space:pre-wrap;width:81ex'>fix(onboard): make first-run hatch reliable (#111465) * fix(onboard): harden first-run handoff * style(ui): avoid onboarding comparator shadowing * fix(agents): preserve mixed refresh failures</pre>

<h1> Are AI Agent Engrams Open Source or Proprietary? </h1> <p>The short answer: <strong>both, and the split matters.</strong> The major agent-memory engines — Mem0, Letta, Cognee, Graphiti, LangMem, and PLUR — are all Apache-2.0 or MIT licensed on GitHub. But "open source" and "open format" are not the same thing. A project can ship under Apache-2.0 while storing your memories in opaque vector blobs you cannot read, edit, or export. The real question is not whether the <em>software</em> is open

Article URL: https://thenextweb.com/news/ai-advice-suppresses-critical-thinking-wrong-answers-study Comments URL: https://news.ycombinator.com/item?id=48971738 Points: 127 # Comments: 55

<p>When people demo "agents that automate business workflows," the demo usually ends right where the real problem begins: the moment the agent's output touches the real world. A wrong chatbot answer is annoying. A wrong official violation letter to a restaurant, sent under a county's letterhead, is a lawsuit.</p> <p>For the Qwen Cloud hackathon I built Inspection Autopilot, an agent that does the follow-up paperwork for a county food-safety office, on real public data: 1,333 inspections and 3,57

<pre style='white-space:pre-wrap;width:81ex'>perf(state): cap the per-agent SQLite handle cache with LRU eviction (#111411) * perf(state): cap the per-agent SQLite handle cache with LRU eviction Multi-tenant hosts open one WAL database per agent (~3 file descriptors each); the process-local handle cache was unbounded, so large fleets exhausted descriptors. Cache hits now refresh LRU recency, and cache-miss opens evict the oldest non-transactional handle before constructing the new one, capped at

<p> Automated documentation for developers, users, and AI Tools </p> <p> <a href="https://www.producthunt.com/products/moxie-docs?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/1200903?app_id=339">Link</a> </p>

Wanted to try something new, decided to create a mutable crm, which re renders the UI after you apply a change. The llm only modifies the db via tool use, so he doesnt directly write sql, only choose which function to use and the params. Can only revert the last change, and dropping tables is not available to the llm. Looking for feedback, opinions, something you would do different. Taking my first steps in AI implementations. Heavily assisted by claude code Comments URL: https://news.ycombinato

if you have solid insights on AI usage in industrial process mining this is the right place to start. Comments URL: https://news.ycombinator.com/item?id=48971319 Points: 1 # Comments: 0

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Article URL: https://github.com/chalie-ai/chalie Comments URL: https://news.ycombinator.com/item?id=48971042 Points: 4 # Comments: 1

On the latest episode of Equity, we debate whether Apple's lawsuit will cast over OpenAi's much-discussed plans to get into hardware and go public.

Article URL: https://github.com/AdamACE9/bothread Comments URL: https://news.ycombinator.com/item?id=48970865 Points: 1 # Comments: 0

<pre style='white-space:pre-wrap;width:81ex'>fix(system-agent): preserve setup success on audit failure (#111504)</pre>

Break reminders are your friend.

Article URL: https://www.thecareertoolkitbook.com/blog/ai-requires-a-labor-market-bailout Comments URL: https://news.ycombinator.com/item?id=48970332 Points: 2 # Comments: 0

Article URL: https://www.wsj.com/tech/ai/ai-chip-startup-etched-is-in-talks-for-20-billion-valuation-caf1787d Comments URL: https://news.ycombinator.com/item?id=48970146 Points: 2 # Comments: 1

I would never go so far as to say there's no place for AI in music (I'm a fan of Holly Herndon, after all). But I generally find music made with generative AI to be offensively boring, especially the outputs of Suno. So I'm having a bit of a tough time processing the fact that […]

Article URL: https://vivekhaldar.com/articles/compiling-an-ai-agent-skill/ Comments URL: https://news.ycombinator.com/item?id=48969971 Points: 1 # Comments: 0

Hello HN! I found my self always doing some kind of polling loop for my applications when i want to watch data as it comes in, however i find striking the balance between aggressive polling and the responsiveness tricky. So i wrote (with help from claude) pgnudg. pgnudge is a small async Python library that wakes your app when specific Postgres tables change. It only tells you which tables moved. You refetch, and the database stays the source of truth.It reads the WAL over the replication protoc

Article URL: https://github.com/Helldez/BigMoeOnEdge Comments URL: https://news.ycombinator.com/item?id=48969917 Points: 1 # Comments: 0

Article URL: https://github.com/bjoern-janson/resolution-horizon Comments URL: https://news.ycombinator.com/item?id=48969902 Points: 1 # Comments: 0

Article URL: https://arxiv.org/abs/2607.04003 Comments URL: https://news.ycombinator.com/item?id=48969887 Points: 3 # Comments: 0

Article URL: https://osf.io/preprints/psyarxiv/5y6m4_v1 Comments URL: https://news.ycombinator.com/item?id=48969839 Points: 3 # Comments: 1