How to Govern Autonomous Agents in Enterprise AI Factories
AI agents are quickly moving beyond chat. They inspect code, run tests, read documents, search knowledge bases, query internal systems, and operate for hours on...

AI agents are quickly moving beyond chat. They inspect code, run tests, read documents, search knowledge bases, query internal systems, and operate for hours on...

Your Mac can run AI that holds its own against cloud models for the everyday stuff: chatting, making images, reading documents, transcribing voice. The hardware got there a while ago. The software to actually use it locally mostly didn't, so I built Off Grid. Download a model and it all runs on your machine. Ask it something on a flight with no wifi. Summarize a confidential document that never leaves your laptop. Run a hundred image generations in a loop and pay nothing, because it's your own G
Meta is restricting its engineers' use of Anthropic's Claude and OpenAI's Codex to prevent output from these AI tools from being incorporated into its own training data. The article Meta restricts use of Claude Code and Codex to keep rival AI out of its training data appeared first on The Decoder .

<p> AI moderated interviews that read how people feel </p> <p> <a href="https://www.producthunt.com/products/mira-the-ai-moderator?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/1183892?app_id=339">Link</a> </p>
MBody AI has deployed its hardware-agnostic Orchestrator platform to Florida and California, with a pilot in Ontario. The post MBody AI expands service robotics operations to eleven states and Canada appeared first on The Robot Report .

Article URL: https://pmbai.dev Comments URL: https://news.ycombinator.com/item?id=48720682 Points: 1 # Comments: 0
Right-angle gearing often requires engineers to compromise between torque capacity and mechanical efficiency. Hypoid gearing offers a balance of mechanical efficiency, load-carrying capability, and single-stage ratio range. The post Advantages of hypoid gearing over worm, bevel and bevel-planetary appeared first on The Robot Report .

I became homeless in 2023 when I sold a property and hit the road to find another. I never found one and ran low on money. Taking temp jobs has been all I can do since then and I can't seem to save the $2k - $3k it takes to get into an apartment or house. I also have 2 dogs and have trouble finding a place for them while I work. Since I haven't developed since 2023 and am very behind in the technology and AI, should I even try to study up and get a developer job (one paycheck could solve my prob
Been doing QA for 19yrs, mostly at startups and still trying to figure out how are AI startups navigating the quality aspect nowadays, practically. I'm also trying to productize my expertise and I see quite a lot of confusion among startups these days between: moving fast(whatever that means), quality, hitting PMF and/or growth. Comments URL: https://news.ycombinator.com/item?id=48720627 Points: 3 # Comments: 4
In this article, we will try to understand how that architecture gets built, from the constraint that forces it to exist all the way to the tradeoffs that follow.

Want to go back to your ex... AI assistant? We don't blame you. Take these steps to get Google Assistant back after your fling with Gemini.

Article URL: https://sagenschneider.blogspot.com/2026/06/will-ai-keep-us-stuck-in-2020.html Comments URL: https://news.ycombinator.com/item?id=48720450 Points: 2 # Comments: 1
<!-- SC_OFF --><div class="md"><p>Hi everyone,</p> <p>I’m a historical swordfighter (HEMA practitioner), and while I’m not a computer vision engineer or a roboticist, I’ve been reading a lot about the current bottlenecks in embodied AI, specifically around the Sim2Real gap and thin-object tracking.</p> <p>It occurred to me that high-level swordfighting is basically a perfect nightmare scenario for computer vision. We move at maximum athletic output, we shift our weight rapidly in non-linear ways
Article URL: https://tokenmaxxing.com/how-this-site-runs-itself Comments URL: https://news.ycombinator.com/item?id=48720386 Points: 1 # Comments: 0
Article URL: https://restofworld.org/2026/when-americans-choose-chinese-ai/ Comments URL: https://news.ycombinator.com/item?id=48720373 Points: 1 # Comments: 0
An internal Deloitte presentation projects that the consulting industry's classic hourly billing model will shrink to a thin sliver of the total market by 2035, replaced by AI agents. "Our model is toast," one consultant summed up the message. McKinsey and BCG are already searching for alternative revenue models. The article Deloitte tells its own consultants: AI is coming for the billable hour appeared first on The Decoder .

Article URL: https://nsinenko.com/rails/ai-agents/architecture/2026/06/09/building-ai-agents-ruby-anthropic-sdk/ Comments URL: https://news.ycombinator.com/item?id=48720262 Points: 1 # Comments: 0
Article URL: https://www.economist.com/briefing/2026/06/25/ai-models-values-are-very-different-from-most-peoples Comments URL: https://news.ycombinator.com/item?id=48720241 Points: 2 # Comments: 0
Article URL: https://neuralcoretech.com/ai-accountability-justice-medicine/ Comments URL: https://news.ycombinator.com/item?id=48720239 Points: 1 # Comments: 0
The Wall Street Journal printed an outright false headline and heavily misleading story claiming this, which of course was uncritically amplified by the usual suspects.

Article URL: https://microlink.io/blog/webgl-without-a-gpu Comments URL: https://news.ycombinator.com/item?id=48720179 Points: 8 # Comments: 3

Small prompt changes can silently break critical behavior in production. This article introduces a practical framework to detect hidden regressions before users notice. The post Prompt Engineering Fails Quietly — Prompt Regression Is Why appeared first on Towards Data Science .
Article URL: https://htmx.org/essays/working-with-ai/ Comments URL: https://news.ycombinator.com/item?id=48720064 Points: 4 # Comments: 1
Looking to use AI while you browse the web? Here's how the AI tools in Chrome, Edge, and Firefox compare.
Enterprise investment in AI is booming. Gartner is calling 2026 an “inflection year” for organizations to align their AI projects with strategic business objectives. As the pressure to prove ROI mounts, executives and technology leaders are looking to agentic AI to drive the measurable financial outcomes their businesses seek. A prime opportunity for AI agents…

Article URL: https://tomcreighton.com/AI-is-dogshit-at-design/ Comments URL: https://news.ycombinator.com/item?id=48719941 Points: 2 # Comments: 7
This week was a reminder that attackers do not always need big tricks. One small mistake, one old access path, one missed patch, and suddenly the door is open. The noise is not all noise, either. Forums are talking, researchers are finding easy cracks, and defenders have more cleanup waiting. Here’s the full Monday recap. ⚡ Threat of the Week New DirtyClone Linux Kernel Flaw Lets Local

Article URL: https://uselink.app:443/ Comments URL: https://news.ycombinator.com/item?id=48719687 Points: 2 # Comments: 0
Reading some threads here on HN recently, people suggest LLMs give out untrustworthy data. That makes me think they are not a good source to understand/learn new and/or hard concepts. Comments URL: https://news.ycombinator.com/item?id=48719671 Points: 1 # Comments: 1
Article URL: https://github.com/k08200/klorn Comments URL: https://news.ycombinator.com/item?id=48719602 Points: 2 # Comments: 0
Article URL: https://junueno.dev/en/retry-storm-rebilled-llm-cost/ Comments URL: https://news.ycombinator.com/item?id=48719578 Points: 14 # Comments: 14
Article URL: https://old.reddit.com/r/codex/comments/1uit86f/i_built_an_animestyle_ui_for_watching_ai_coding/ Comments URL: https://news.ycombinator.com/item?id=48719426 Points: 3 # Comments: 0
I've been working on Llama Legends for half a year now, mostly evenings and weekends alongside my day job. It's a Gacha/Cardgame/Idle RPG that runs in the browser. You open booster packs, collect cards, level them up, and fight in the auto-battling arena mode. There are also co-op raid bosses with shared global HP bars, solo titan fights, idle mechanics, and fight towers. Everything is free, no ads, no microtransactions. The cards are all llama-themed pop culture parodies. Superheroes, sci-fi, H
<h1> Testing Qwen-AgentWorld-35B-A3B: A New Benchmark for Agentic Reasoning? </h1> <p>I've spent the last few days digging into the <code>Qwen/Qwen-AgentWorld-35B-A3B</code> release. When a model is explicitly branded as "AgentWorld," it usually means one of two things: either it's a marketing exercise in prompt engineering, or it's actually tuned for the specific loop of observation, reasoning, and action. After deploying this into a local test harness, I can tell you it's the latter.</p> <h2>
Jay Li doesn’t recommend getting sued by Tesla if you’re trying to get a startup off the ground. But he does think his company, Proception, might be better off for having endured the experience. “I think it’s kind of like a resilience test, or pressure test,” he told TechCrunch in an exclusive interview. “People say […]
<h1> SEO audits in Claude + Cursor: our new MCP server </h1> <p>We just shipped an <a href="https://github.com/avansledright/seoscoreapi.com/tree/main/sdks/mcp" rel="noopener noreferrer">official Model Context Protocol server</a>. Install it once and Claude Desktop, Claude Code, Cursor, Windsurf, and any MCP-aware AI tool gets direct access to:</p> <ul> <li>Full SEO audits (<code>audit</code>, <code>batch_audit</code>)</li> <li>Your monitoring (<code>add_monitor</code>, <code>list_monitors</code
<p>Loop engineering has become a powerful frame for agents: build the cycle, tighten feedback, improve the system. Humans need powerful loops too. This article introduces one human loop for a breakneck era: <strong>Learn. Apply. Position. Adapt.</strong></p> <p>Fast-moving technical work punishes static plans.</p> <p>A plan can still help, but in an environment shaped by AI, automation, shifting tools, changing platforms, and uneven attention, the plan starts decaying as soon as reality moves. T
Let loose on existing regulations, AI models sniffed out known loopholes—and exposed entirely new ones too. The post Forget Code: AI Is Learning to Hack Society appeared first on SingularityHub .

<p>LLMs start every call from zero. They reintroduce a library you dropped six months ago, rebuild a component you chose to keep small, and contradict decisions your team already settled. Each violation reads as reasonable on its own. Stack them across a week of agent sessions and you get architectural drift.</p> <p>Mneme works at the prompt boundary. It reads the decisions your project already made and checks the task against them before the model generates anything. The repo ships Layer 1: loc