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Dev.to

The Agent Can Drive. You Still Need to Know the Route.

<p>There's a version of this future everyone is quietly chasing. The agent drives, fully, and you just watch. You hand it the repo, you hand it the goal, and you go get coffee. Total delegation.</p> <p>Honestly, it's the biggest trap in the whole thing.</p> <p>Not because the agent can't do the work. It usually can. The trap springs later, at the exact moment it can't. Something breaks. The build is red, the behavior is wrong, and the model is confidently going in circles. Now it's your problem.

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OpenClaw Commits

feat(providers): add ClawRouter routing and quotas (#99658)

<pre style='white-space:pre-wrap;width:81ex'>feat(providers): add ClawRouter routing and quotas (#99658) * feat(providers): add ClawRouter routing and quotas * docs(plugins): refresh Ollama inventory * test(plugins): register ClawRouter boundary coverage * docs(i18n): add ClawRouter glossary terms * docs(providers): expand ClawRouter setup guide</pre>

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Hacker News: Show HN

Show HN: DoodleMeme – Animated Memes from Your Hand Drawn Doodles (No GenAI)

I like doodling, and I like character animation. I made a little tool that can animate your hand drawn characters and put them into an animated meme. It's free, there's no login needed, and it uses an animation pipeline (not generative AI) to create the outputs. Works on desktop and mobile. If you give it a try, I'd love to hear your feedback. Thanks! Comments URL: https://news.ycombinator.com/item?id=48781359 Points: 2 # Comments: 0

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Hacker News: Show HN

Show HN: StayThere.ai - Book directly at over 96k short term rentals

Hi HN, I manage short term rentals and always send guests my direct booking. I see others constantly post on reddit asking for tips for direct booking and how to do it. So I have been aggregating the free direct booking sites PMS's give their hosts into one large booking site with a shared map. Airbnb, VRBO, Booking and other OTAs have gone too far with their commissions and its costing guests and hosts a lot of money. You just select dates and click book on the preview and it loads the listing

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Product Hunt — The best new products, every day

AI Media Buyer By Creatify

<p> Your ads, managed by AI that gets smarter daily. </p> <p> <a href="https://www.producthunt.com/products/creatify?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/1187484?app_id=339">Link</a> </p>

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Hacker News FrontTools

Leanstral 1.5: Proof Abundance for All

Article URL: https://mistral.ai/news/leanstral-1-5/ Comments URL: https://news.ycombinator.com/item?id=48780801 Points: 4 # Comments: 0

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Hacker News: Show HN

Show HN: Scout.kids – Agents that find activies for families

Scout is the best tool for finding activities for your child. I built this to solve my personal pain point. Currently the best solutions are wordpress blogs where people manually aggregate this information. But human-run blogs can't possibly find every event, they don't know what my child's interests are or what's near my home, so my wife & I would spend hours just learning what we can do with our child. Scout is totally different. Our Agents intelligently crawl the web and find everything in a

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Hacker News: Show HN

Show HN: Reading Assistant Physical Books Meta RayBans

Reading technical books is hard. Unknown words, confusing phrases, and misunderstood concepts requires opening your phone, starting Claude, and working with Sonnet through a series of exchanges, before finally getting it. Focusing back on reading after such a context switch can be difficult. Repeated multiple times and your attention span is gone. Fix: An assistant understands your book deeply and answers inquiries through voice while you read, side-stepping the current process entirely. All you

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Simon WillisonLLMs

Open Source AI Gap Map

<p><strong><a href="https://map.currentai.org">Open Source AI Gap Map</a></strong></p> <a href="https://www.currentai.org">Current AI</a> is "a global partnership building a public option for AI", founded as a non-profit at the AI Action Summit in Paris in February 2025 and backed by serious capital ($400m already committed).</p> <p>They <a href="https://www.currentai.org/blogs/introducing-the-gap-map-v0-1">launched their Gap Map</a> a couple of days ago - an attempt at indexing the current stat

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Hacker News AILLMs

AI Trade Is Losing One of Its Key Signals

Article URL: https://www.bloomberg.com/news/articles/2026-07-03/the-ai-trade-is-losing-one-of-its-key-signals-taking-stock Comments URL: https://news.ycombinator.com/item?id=48780540 Points: 3 # Comments: 0

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Dev.to

How We Vectorize 33.7M Ukrainian Court Decisions via Voyage AI

<p><em>EDRSR — the Unified State Register of Court Decisions — is effectively all of Ukraine's judicial practice in open access. Today Qdrant holds **44M+ vectors</em><em>: criminal (19M), civil (14.3M), commercial (5.1M), misdemeanors (5.6M). Vectorization of civil cases (CPC, justice_kind=1) — the largest cohort at 33.7M documents — runs on a dedicated EC2 instance (r6a.xlarge, 32 GB RAM, 2 TB gp3). Here's what's under the hood: models, pipeline, cost, rakes, and current status.</em></p> <h2>

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Dev.to

Local LLM Deployment, Agent Handbook, & LLM Cost Reduction: Applied AI Workflows

<h2> Local LLM Deployment, Agent Handbook, & LLM Cost Reduction: Applied AI Workflows </h2> <h3> Today's Highlights </h3> <p>This week's highlights cover practical guides for running state-of-the-art LLMs locally and building AI agents, alongside an innovative technique to significantly cut LLM API costs for code processing. These resources focus on actionable insights and frameworks for real-world AI application development.</p> <h2> Jamesob's guide to running SOTA LLMs locally (Hacker News) </

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Product Hunt — The best new products, every day

Pennen

<p> One quiet handwritten page a day. No feed, no AI. </p> <p> <a href="https://www.producthunt.com/products/pennen?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/1187442?app_id=339">Link</a> </p>

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OpenClaw Commits

fix(google): rotate Gemini API keys for LLM requests (#97328)

<pre style='white-space:pre-wrap;width:81ex'>fix(google): rotate Gemini API keys for LLM requests (#97328) * fix(google): rotate Gemini API keys for LLM requests * fix(google): scope Gemini key rotation to official endpoint * fix(google): require HTTPS for Gemini key rotation * fix(google): preserve explicit stream auth headers --------- Co-authored-by: Peter Steinberger <steipete@gmail.com></pre>

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Hacker News Show

Show HN: Updated my landing page with Fable (retro pixel style)

I'm building Guildly, a Slack-like interface where you can run a company of AI employees. I recently used Fable to revamp the whole website into a cool retro pixel style. Comments URL: https://news.ycombinator.com/item?id=48780222 Points: 6 # Comments: 10

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Hacker News Ask

Cadreen – memory, governance, self-healing, and execution as one system

Hi HN — I’m launching the research preview for Cadreen. Cadreen is infrastructure for intelligent workflows — software that can remember, decide, act, ask permission, and leave an audit trail. It includes APIs, SDKs, CLI tooling, memory, governance, tool execution, audit trails, and chat access. The idea is that useful AI systems need more than a model call. They need orchestration: what to remember, when to act, when to ask permission, what tools to use, and how to leave an audit trail. Availab

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Simon WillisonLLMs

Quoting Josh W. Comeau

<blockquote cite="https://bsky.app/profile/joshwcomeau.com/post/3mkxyqgrp2d2t"><p>I just launched my third course, Whimsical Animations, and so far, it’s on track to sell roughly ⅓ as many copies as a typical course launch.</p> <p>It’s a similar story with my two existing courses. Sales are down significantly from last year.</p> <p>There are likely a lot of reasons for this, but I think the biggest is AI. There’s sort of a double whammy with AI:</p> <ol> <li>Many people are wondering whether dev

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OpenClaw Commits

fix(auto-reply): strip stray punctuation before silent-reply token de…

<pre style='white-space:pre-wrap;width:81ex'>fix(auto-reply): strip stray punctuation before silent-reply token detection (#98224) * [AI] fix(auto-reply): strip stray punctuation before silent-reply token detection When the model emits .NO_REPLY or *NO_REPLY* instead of bare NO_REPLY, isSilentReplyText() failed to detect it because the regex requires the text to consist only of the token with optional whitespace. Add stripEdgeNonAlnum() that strips leading/trailing non-letter, non-number charact

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TechCrunch

The only AI glossary you’ll need this year

The rise of AI has brought an avalanche of new terms and slang. Here is a glossary with definitions of some of the most important words and phrases you might encounter.

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r/MachineLearningResearch

H64LM: A 249M-parameter Mixture-of-Experts Transformer built from scratch in PyTorch [P]

<!-- SC_OFF --><div class="md"><p>Hi everyone,</p> <p>I built H64LM, a research project to better understand modern LLMs by implementing one from scratch in PyTorch.</p> <p>Instead of relying on high-level training frameworks, I implemented the core components myself attention, MoE routing, normalization, and the training loop.</p> <p><strong>Features</strong></p> <ul> <li>249M-parameter Transformer</li> <li>Grouped Query Attention (GQA)</li> <li>Sparse Mixture-of-Experts (8 experts, Top-2 routi

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