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OpenClaw Commits

feat(agents): authoritative write diffs end to end (#111456)

<pre style='white-space:pre-wrap;width:81ex'>feat(agents): authoritative write diffs end to end (#111456) * feat(agents): authoritative write diffs end to end The write tool now reports what actually happened: no-op (changed:false), created files (created:true with a bounded numbered diff), and overwrites (created:false with a real old-to-new diff when the old content is readable text within byte, line, and edit-distance budgets — unknown removals are never fabricated). The gateway history proje

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Hacker News AILLMs

I Made 11 AI Agents Do My Job. Here's What Happened

Article URL: https://hackenewhome.blogspot.com/p/my-take-on-ai-vc-benchmark-bloggers.html Comments URL: https://news.ycombinator.com/item?id=48969138 Points: 1 # Comments: 0

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Hacker News Show

Show HN: A self-correcting algebraic agent swarm

Three rigorous prompts to parse and recognize intent -> resulting in clear instructions for a controller which locks onto your requirements. Lets you get work done without the usual role-play. Comments URL: https://news.ycombinator.com/item?id=48969107 Points: 2 # Comments: 0

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OpenClaw Commits

feat(system-agent): durable rolling transcript with openclaw.chat.his…

<pre style='white-space:pre-wrap;width:81ex'>feat(system-agent): durable rolling transcript with openclaw.chat.history (#111440) * feat(system-agent): durable rolling transcript with openclaw.chat.history * chore(ui): scanner-safe auth root in custodian session ownership key * fix(system-agent): durable reset boundary for transcript seeding * fix(ui): ownership-aware custodian session rotation with capability gating * fix(ui): bounded history load and reconnect-safe transcript refresh * fix(ui):

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Hacker News: Show HN

Show HN: Raytention Updated

Here is the easier to read and navigate repo for Raytention, with a more simple version to drop into your training loop to try it out. Comments URL: https://news.ycombinator.com/item?id=48968855 Points: 1 # Comments: 0

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The Guardian AIBusiness

AI job worries grow. But some human skills can’t be replaced by machines | Gaynor Parkin and Dave Winsborough

<p>The fear of becoming obsolete is a rising source of anxiety as artificial intelligence emerges in the workplace. Staying strongly connected with others will help</p><ul><li><p><a href="https://www.theguardian.com/commentisfree/series/the-modern-mind">The modern mind</a> is a column where experts discuss mental health issues they are seeing in their work</p></li></ul><p>Earlier this year Paul* discovered via a flurry of media stories that his business group had been targeted for job cuts, alon

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AI job worries grow. But some human skills can’t be replaced by machines | Gaynor Parkin and Dave Winsborough
Hacker News Ask

ChatGPT Chat website having issues

Seems like ChatGPT chat website is having issues. For example, I can't seem to access my conversation history. Incident link: https://status.openai.com/incidents/01KXXDNEAKEPRGFM661SBJJAM6 Comments URL: https://news.ycombinator.com/item?id=48968762 Points: 2 # Comments: 1

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Towards Data Science - Medium

Loop Engineering for RAG Question Parsing: The Small Loop That Runs Before Retrieval

Enterprise Document Intelligence [Vol.1 #6quinquies] - Prompt engineering, then context engineering, then loop engineering. On the question side, the loop is small by design: read the doc, ask what is missing, re-parse. The post Loop Engineering for RAG Question Parsing: The Small Loop That Runs Before Retrieval appeared first on Towards Data Science .

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The Verge

Birdfy’s solar-powered smart feeder is down to one of its best prices

Birdfy has kicked off a midyear sale, taking up to 40 percent off a range of its smart bird feeders. One of the best deals is on Netvue’s Birdfy Feeder AI-Powered Smart Bird Feeder with Camera, which has dropped to $149.99 at Birdfy and is its second-best price to date. The bundle, which includes a […]

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Birdfy’s solar-powered smart feeder is down to one of its best prices
Hacker News: Show HN

Show HN: Eremite, an offline-first data layer that can talk to any back end

I started working on Eremite a few years ago when I was building an offline-first webmail. However, the project got canceled at some point, and Eremite was too buggy to release. Recently, I revived the project, and GPT Sol 5.6 helped me uncover some architectural issues I made back then. This is a complete rewrite, and I'm really happy with how it turned out. Unlike other libraries, Eremite lets you write offline-first web applications that can talk to any backend. It keeps an optimistic state,

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Product Hunt — The best new products, every day

Speech To Markdown

<p> Harness local AI for notes </p> <p> <a href="https://www.producthunt.com/products/speech-to-markdown?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/1200632?app_id=339">Link</a> </p>

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Product HuntTools

Prelint

<p> Prevent product drift in AI-written code </p> <p> <a href="https://www.producthunt.com/products/prelint?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/1200627?app_id=339">Link</a> </p>

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Hacker News Ask

Ask HN: Does a local, Git-backed LLM "compiler" for personal notes make sense?

Back in 2012, my very first startup was a note-taking and document storage app. Think Evernote meets Google Drive, but with a much faster UI. We managed to claw our way up to 1,800 active users. Then Google announced 25GB of free storage for Drive, and overnight, our business model evaporated. We had to shut down the company. I've been through the startup ringer four times since then. Despite the explosion of knowledge management tools over the last decade, I still manage almost my entire life a

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Don't Worry About the VaseNewsletters

Demis Hassabis on the New Coming Age

Google CEO Demis Hassabis offered us a first rate second rate essay, A Framework for Frontier AI and the Dawning of a New Age. I’ll go over that essay and various responses to it in Part 1.

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Demis Hassabis on the New Coming Age
Hacker News LLMLLMs

Show HN: DWS A LLM Generated, "Drudge Report" style news site

Hi folks! As a weekend experiment, I created DWS Report. A simple news link aggregator site where the layout is modeled after Drudge Report (while I don't agree with the news style, the simple site style is fun). The engine collects articles from RSS feeds every 15 minutes, has a LLM score the importance of the articles, dedupes via an embedding DB, and then decays article scores over time. The experiment here was attempting to build a more deterministic LLM workflow, and host something on my ow

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Hacker News: Show HN

Show HN: Knowledge graph skill for Claude/Kimi Code

Working with multiple Claude Code instances I found issues with requirements traceability, test coverage, and inter-instance communication. I was working with knowledge graphs so built a knowledge graph skill for Claude Code - every user story, use-case, feature, test-case is a node; plus i track defects and enhancements so each instance knows its backlog. It saves tokens by knowing where code is implemented, but perhaps more importantly it found systematic errors in requirements quality and tes

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Hacker News Ask

Narv - An autonomous agent that converged toward microkernel design principles

https://github.com/narv-lab/narv I didn't set out to build a microkernel architecture. I simply kept solving implementation problems, and many of the solutions looked surprisingly familiar in retrospect. I'm especially interested in hearing from people who have built autonomous agents with different architectural approaches. (The README and my comments were translated from Japanese with AI assistance.) Comments URL: https://news.ycombinator.com/item?id=48968044 Points: 1 # Comments: 0

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Hacker News LLMLLMs

Show HN: CallBro – Granola, but Powered by Codex, Claude Code, or Your Local LLM

We took the bot-free meeting-notes experience people already understand and replaced the closed intelligence layer with a full agent chosen and controlled by the user. ASR model on your device. Comments URL: https://news.ycombinator.com/item?id=48968013 Points: 1 # Comments: 1

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Hacker News: Show HN

Show HN: Claude Code Workflows for GPT/Codex

Article URL: https://github.com/cyrusNuevoDia/gpt-workflow Comments URL: https://news.ycombinator.com/item?id=48967967 Points: 2 # Comments: 1

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Hacker News AILLMs

YouTube's S-CTS: The AI Slop Purge has arrived

Article URL: https://insidethecreator.beehiiv.com/p/the-slop-purge-has-arrived Comments URL: https://news.ycombinator.com/item?id=48967916 Points: 1 # Comments: 0

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Towards Data Science - Medium

Your AI Agent Passed Every Eval. Finance Still Killed It.

An AI agent passed every metric in the eval harness I published, then the CFO killed it — its successful resolutions cost more than the humans it replaced. The one metric that predicts whether an agent survives production, and how to measure it without a rebuild. The post Your AI Agent Passed Every Eval. Finance Still Killed It. appeared first on Towards Data Science .

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Hacker News LLMLLMs

In-House LLM Serving at Netflix

Article URL: https://netflixtechblog.com/in-house-llm-serving-at-netflix-a5a8e799ea2c?source=rss-c3aeaf49d8a4------2 Comments URL: https://news.ycombinator.com/item?id=48967808 Points: 3 # Comments: 0

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Machine Learning

Follow up: GPT-2's vocabulary as a hyperbolic tree — 32,070 tokens in a Poincaré ball you can fly through [P]

<table> <tr><td> <a href="https://www.reddit.com/r/MachineLearning/comments/1v0pv45/follow_up_gpt2s_vocabulary_as_a_hyperbolic_tree/"> <img src="https://preview.redd.it/o6l1c96lo6eh1.png?width=640&crop=smart&auto=webp&s=92447206205a44b4f473a41cc8557c245d73a7d0" alt="Follow up: GPT-2's vocabulary as a hyperbolic tree — 32,070 tokens in a Poincaré ball you can fly through [P]" title="Follow up: GPT-2's vocabulary as a hyperbolic tree — 32,070 tokens in a Poincaré ball you can fly through [P]" /> <

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Follow up: GPT-2's vocabulary as a hyperbolic tree — 32,070 tokens in a Poincaré ball you can fly through [P]
Hacker News: Show HN

Show HN: Email for Agents with 1 Prompt

Hi HN! I created Sente. It gives your agents email capabilities with a single prompt. Agents can create email addresses and have web-hooks for incoming emails and API endpoints for sending emails and replies. Would like to know what you think about this and generally about agents having identities. Comments URL: https://news.ycombinator.com/item?id=48967768 Points: 1 # Comments: 0

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Hacker News Ask

Ask HN: Guidelines on GPT 5.6 Sol steering

I converged on these principles in my work with Sol so far: Let Sol medium/high propose and implement minimum viable solution without overengineering and overthinking. Use XHigh/Max/Ultra sparingly for hardest most complex workloads/advisory. (For Ultra I found it works best for me, when it had to control/supervised multiple complex lanes/subagents simultaneously within same high level strategic context). Curious to hear what solutions on properly steering and guiding Sol variants have y'all fou

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Hacker News: Show HN

Show HN: Subrust, a no_std, no alloc Subset-of-Rust interpreter

I needed to run user scripts for an app, and decided to use a subset of Rust as the scripting language. I do not expect a typical user to write the script directly, a local LLM will handle it. The interpreter can be bootstrapped in a C-free path from a tiny 229 bytes seed, and self-hosts. The code was written by Claude Code (Fable/Opus) under my supervision, in a few days, which I found impressive. Comments URL: https://news.ycombinator.com/item?id=48967743 Points: 2 # Comments: 0

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Hacker News LLMLLMs

Are the LLM Wars the Database Wars?

Article URL: https://rruxandra.github.io/llm-wars-database-wars.html Comments URL: https://news.ycombinator.com/item?id=48967717 Points: 3 # Comments: 4

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