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Dev.to

Batch Worker — 100 AI Agents in Parallel, Zero-Token Cleanup

<h1> Batch Worker: 100 AI Agents Running in Parallel </h1> <h2> The Problem </h2> <p>Auditing a codebase takes hours when you go file by file. Content creation, search, fixes — every task is bottlenecked by sequential execution.</p> <h2> The Solution </h2> <p><strong>Batch Worker</strong> is an OpenClaw skill that dispatches up to 100 AI agents in parallel with staggered launch to avoid rate limits.</p> <h2> Three-Step Pipeline </h2> <div class="highlight js-code-highlight"> <pre class="highligh

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Dev.to

QA Logger — OpenClaw Plugin to Turn AI Chats into a Searchable Diary

<h1> QA Logger: Turn Every AI Chat Into a Searchable Diary\n\n## The Problem\n\nOpenClaw sessions generate tons of conversations. They're stored as raw JSON — great for machines, terrible for humans to browse or search.\n\n## The Solution\n\n*<em>QA Logger</em>* is a lightweight OpenClaw plugin that converts every Q&A pair into a human-readable diary file, organized by date.\n\n<code>\n2026-06-19 17:30:00\n\nUser(Q):\nWhat's the weather?\n\nAI(A):\nSunny, 25°C\n</code>\n\n## Why It Matters\n\n-

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Dev.to

Nvidia wants enterprises to run agents safely. NemoClaw is how.

<p>Getting enterprises to adopt autonomous agents isn't a model problem — it's a governance problem. That's the gap NemoClaw is built to close.</p> <p>NemoClaw is Nvidia's collection of open blueprints for taking agents from prototype to governed production deployment. It ships today for OpenClaw and Hermes. Getting started is a one-liner:<br> </p> <div class="highlight js-code-highlight"> <pre class="highlight shell"><code>curl <span class="nt">-fsSL</span> https://www.nvidia.com/nemoclaw.sh |

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Dev.to

Turn Your AI Coder into a Real Software Architect

<p><strong>GitHub:</strong> <a href="https://github.com/sirius-zuo/architect-skills" rel="noopener noreferrer">https://github.com/sirius-zuo/architect-skills</a></p> <p>It's a set of LLM agent skills focused on <strong>software architecture analysis and review</strong>. The repo includes two main skills plus shared resources:</p> <ul> <li> <strong>architect-design-review</strong>: Reviews an approved design spec <em>before</em> implementation starts. It generates architecture diagrams (Mermaid.j

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OpenClaw Commits

feat(gateway-cli): scope usage-cost by agent (#94483)

<pre style='white-space:pre-wrap;width:81ex'>feat(gateway-cli): scope usage-cost by agent (#94483) * feat(gateway-cli): scope usage-cost by agent The `gateway usage-cost` CLI only sent `{ days }` to the `usage.cost` RPC, so callers could not break cost down per agent or aggregate across all agents the way the Control UI can. Add `--agent <id>` (forwards `agentId`, scoping to one agent) and `--all-agents` (forwards `agentScope: "all"`, aggregating every agent). The two are mutually exclusive beca

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Dev.to

One URL, two readers: serving HTML to people and Markdown to agents

<p>Ahnii!</p> <p>The web has two kinds of readers now: people and agents. Most stacks make you build a second system to serve the second one, a separate API with its own routes, auth, and serializers. This post shows the approach <a href="https://github.com/waaseyaa/framework" rel="noopener noreferrer">Waaseyaa</a> takes instead: one URL serves a human a web page and an AI agent clean Markdown, decided by HTTP content negotiation. It covers the content type you define, the negotiation that picks

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Hacker News Show

Show HN: Never Go to a PM Meeting Again

Delete project management from your schedule: automate project updates, documents, SOWs, etc. Lives on top of your existing tool stack and plugs into existing AI tools. We're releasing alpha end of July, looking for more users! :) Comments URL: https://news.ycombinator.com/item?id=48636752 Points: 1 # Comments: 0

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r/MachineLearningResearch

Syntactically robust NLI for semantics of imperfectly generated text? [R]

<!-- SC_OFF --><div class="md"><p>Hi all,</p> <p>I'm looking for literature on relatively specific tooling. </p> <p>In autoregressive LLMs, there is substantial published work that used NLI on sub-claims produced by LLMs to gauge correctness of LLM answers. </p> <p>In diffusion (or D-) LLMs, the SoTA model generations that I see (outside of perhaps LLaDA) seem to struggle to be as correct syntactically as the generations from premier AR LLMs, in addition to the issue of semantic correctness.</p>

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Hacker News AILLMs

Why most AI evals would miss the Linear sales email failure

Article URL: https://tenureai.dev/writing/why-most-ai-evals-would-miss-the-linear-sales-email-failure/ Comments URL: https://news.ycombinator.com/item?id=48636731 Points: 4 # Comments: 2

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Hacker News FrontTools

Unsloth GLM-5.2 – How to Run Locally

Article URL: https://unsloth.ai/docs/models/glm-5.2 Comments URL: https://news.ycombinator.com/item?id=48636377 Points: 112 # Comments: 45

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The Guardian AIBusiness

HR consultant wins English court case using AI lawyer in apparent legal first

<p>Barrister who was given material produced by Garfield AI says advocacy at trial ‘remained fundamentally human’</p><p>An artificial intelligence law firm has won a case in an English court, in what is believed to be the first time a trial has been won using an AI lawyer.</p><p>A freelance HR consultant, Tamires Camal Taquidir, paid the firm, Garfield AI, about £400 to send a legal letter and then issue court proceedings over an unpaid debt of £7,000.</p> <a href="https://www.theguardian.com/te

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HR consultant wins English court case using AI lawyer in apparent legal first
TechCrunch

The AI world is getting ‘loopy’

The loop takes agentic AI a step further by authorizing a swarm of agents to work continuously in the background, endlessly.

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Hacker News: Show HN

Show HN: Localish – Your Localhost in the Cloud

I launched quickish.website last week and have been adding more and more as I use it every day for my day job. I got a lot of really positive feedback in other places and a number of people signed up. With that said, there was still a lot of stuff I want to add and I can see a lot of possibilities with this. TLDR on Quickish: A super easy to use site hosting service inspired by Shopify's internal Quick service. You can host a React app or a simple HTML page, generated from AI or written by hand.

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MarkTechPostResearch

xAI Launches /goal in Grok Build, Adding Long-Running Autonomous Execution With Built-In Verification for Multi-Step Coding Tasks

xAI introduced /goal in Grok Build, a mode for long-running, autonomous task execution. You hand off one objective, and the agent plans an approach, executes a progress checklist, and verifies the result until the goal completes. The post xAI Launches /goal in Grok Build, Adding Long-Running Autonomous Execution With Built-In Verification for Multi-Step Coding Tasks appeared first on MarkTechPost .

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Hacker News: Show HN

Show HN: Catch abnormal usage of your API keys on Google Cloud

If you read Cloud Blog "Secure Gemini and Google API Keys" and wondered how to implement key hygiene advice, this codelab is for you. Look into the scripts to find rogue API keys. And learn how to automate unexpected usage spikes and block (potentially) compromised keys Comments URL: https://news.ycombinator.com/item?id=48635680 Points: 2 # Comments: 1

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VentureBeat

Alibaba's AI video model rises to No. 2 in global rankings, as OpenAI's Sora and ByteDance's Seedance fall away

Alibaba Cloud on Sunday released HappyHorse 1.1 , a major upgrade to its AI video generation model that the company says delivers production-ready video synthesis across core content creation scenarios. The model is now live on Alibaba Cloud Model Studio with full API access for enterprise customers and developers, accompanied by a 40% sitewide launch discount for the first two weeks. The release arrives at a moment of remarkable upheaval in the AI video generation market — and Alibaba appears k

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Alibaba's AI video model rises to No. 2 in global rankings, as OpenAI's Sora and ByteDance's Seedance fall away
Hacker News Ask

Ask HN: What are some rock solid open source vector databases

New to vector dbs and AI. Looking for some open source mainstream options for vector dbs similar to how Postgresql is for relational dbs and how MongoDB is for NoSQL Comments URL: https://news.ycombinator.com/item?id=48635544 Points: 2 # Comments: 3

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Product Hunt — The best new products, every day

Stripe.Directory

<p> New way for you & agents to search for businesses on Stripe </p> <p> <a href="https://www.producthunt.com/products/stripe?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/1178443?app_id=339">Link</a> </p>

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Hacker News: Show HN

Show HN: Darkenn – Lights Out style puzzle game with global leaderboard

I used AI coding tools to create a single-player logic game called Darkenn. It is like a single player version of Go. Every move flips one cell and its neighbours. Under the hood it is linear algebra over GF(2), and the solver computes a minimum-move solution rather than just any solution. I have been personally drawn towards games and what they teach us. Darkenn teaches us seeing dependencies over one action and its flow towards the final goal. Comments URL: https://news.ycombinator.com/item?id

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The Verge

AI is cursing renters with the promise of impossible homes

Joyce, a native New Yorker, didn't think finding her first solo apartment in the city would be easy. But she also didn't think it'd be "hell." After looking at a lot of tiny, overpriced places she described as "shitholes," Joyce found her dream apartment: a reasonably priced studio in Manhattan. "It was big and airy, […]

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AI is cursing renters with the promise of impossible homes
DataRobot Blog

Shadow agents: find and govern unsanctioned AI agents

Teams are moving AI agents from prototype to workflow fast. One agent gets connected to a document store. Another starts calling internal tools. A third begins touching customer data. Soon, agents are operating across systems before governance teams have a clear record of what they can access, who owns them, or what they’ve done. AI... The post Shadow agents: find and govern unsanctioned AI agents appeared first on DataRobot .

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Shadow agents: find and govern unsanctioned AI agents
Product Hunt — The best new products, every day

Mindstone Rebel

<p> AI workspace for agents that know your work and ask first </p> <p> <a href="https://www.producthunt.com/products/mindstone-rebel?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/1178423?app_id=339">Link</a> </p>

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r/MachineLearningResearch

Recommendations for speech annotation tools [D]

<!-- SC_OFF --><div class="md"><p>I'm looking for human-in-the-loop platforms that allow you to automatically transcribe audio followed by manually fixing the transcriptions and fine tuning the model. Is there a local (not an online service) installable platform for doing this?</p> </div><!-- SC_ON --> submitted by <a href="https://www.reddit.com/user/neuralbeans"> /u/neuralbeans </a> <br/> <span><a href="https://www.reddit.com/r/MachineLearning/comments/1ucuohi/recommendations_for_speech_annota

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Hacker News FrontTools

AI has already killed academia as we know it?

Article URL: https://truths-and-loves.ghost.io/ai-has-already-killed-academia-as-we-know-it/ Comments URL: https://news.ycombinator.com/item?id=48634966 Points: 50 # Comments: 35

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Hacker News Ask

Where are all the supposed productivity gains going on HN?

At best, average credibility across HN from what I can see has remained roughly the same, though it realistically went down a bit compared to 3 years ago. (When GPT-4 became widely used with decently useful outputs) Same for the average credibility of submissions, YC startup batches, and so on. The average level of detail of HN comments is not any higher either. There are more comments and more submissions per day, but that seems due to more accounts? So observably, overall productivity gains se

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