jason

anthropic must almost certainly give you a nerfed version of claude without telling you adhoc there are certain periods of time, usually on the weekend, where it's very clearly much dumber than it usually is

The man who INVENTED modern AI just made a billion dollar bet that ChatGPT, Claude, and every AI company on earth is building the wrong technology. Yann LeCun won the Turing Award in 2018 for creating the neural networks that made AI possible. He spent a decade running AI research at Meta. Oversaw the creation of Llama and PyTorch, the tools that half the AI industry runs on. Then he quit. And raised $1.03 billion in a seed round. The LARGEST seed round in European history. $3.5 billion valuation before generating a single dollar of revenue. Bezos wrote the check. So did Nvidia. Samsung. Toyota. Temasek. Eric Schmidt. Mark Cuban. Tim Berners-Lee (the guy who invented the internet). His new company is called AMI Labs. And it's built on one thesis: Every AI company spending billions on large language models is wasting their money. ChatGPT, Claude, Gemini, Grok. They all work the same way. They predict the next word in a sequence. See "the cat sat on the" and predict "mat." Scale that to trillions of words and you get something that sounds intelligent. But LeCun says it doesn't UNDERSTAND anything. It can't reason. It can't plan. It can't predict what happens when you push a glass off a table. A two year old can do that. GPT-5 cannot. That's why AI hallucinates. It doesn't have a model of how the world actually works. It just predicts words. His solution? Something called JEPA. Instead of predicting words, it learns how the PHYSICAL WORLD works. Abstract representations of reality. Not language but physics. Think about what that means. Current AI can write your emails. LeCun's AI could design a car, run a factory, operate a robot, or diagnose a patient without hallucinating and killing someone. The CEO of AMI said it perfectly: "Factories, hospitals, and robots need AI that grasps reality. Predicting tokens doesn't cut it." And here's what's really crazy to me... LeCun isn't some outsider throwing rocks. He literally built the foundations that ChatGPT runs on. He knows exactly how these systems work because he helped create them. And after watching the entire industry sprint in one direction for three years, he raised a billion dollars to run the OPPOSITE way. No product. No revenue. No timeline. Just pure research. He told investors it could take YEARS to produce anything commercial. But they funded it anyway in just four months. Meanwhile OpenAI just raised $120 billion and still can't stop their models from making things up. Anthropic is building AI so dangerous they're afraid to release it. Google is burning billions trying to catch up. And the guy who started it all says they're all solving the wrong problem. Two Turing Award winners raised $2 billion in three weeks betting AGAINST the entire LLM approach. LeCun at AMI. Fei-Fei Li at World Labs. The smartest people in AI are quietly building the exit from the technology everyone else is betting their future on. Either they're wrong and the trillion dollar LLM industry keeps printing. Or they're right and every AI company on earth just built on a foundation that's about to crack.

OpenAI 官方发布了一个 Claude Code 插件 codex-plugin-cc，让开发者可以直接在 Claude Code 里调用 Codex 做代码审查、对抗性审查，甚至把任务整个移交给 Codex 执行。 这件事有意思的地方在于：这是 OpenAI 主动把自己的工具送进竞争对手 Anthropic 的地盘。Claude Code 有自己的插件生态，OpenAI 这次正式以官方身份入场，把 Codex 包装成 Claude Code 工作流里的一个"随叫随到的第二意见"。 插件提供三个核心命令：/codex:review 跑一遍标准的只读代码审查；/codex:adversarial-review 做对抗性审查，专门挑战现有实现的隐藏假设，适合迁移、鉴权变更、基础设施脚本这类高风险操作；/codex:rescue 则直接把任务交给 Codex 接管，用于线程卡住或需要换个智能体重新来过的场景。 三个命令都支持后台运行，配合 /codex:status 和 /codex:result 管理。还有个可选的 review gate 功能，能让 Claude Code 在 Codex 审查完成前不退出，不过 Srivastav 提醒这可能导致两个智能体循环调用，快速烧掉使用额度。 技术上，插件通过本地 Codex CLI 和 app server 中转，复用已有的认证、配置和 MCP 设置，不额外起运行时。使用前提是有 ChatGPT 订阅（包括免费版）或 OpenAI API key，加上 Node.js 18.18 以上。

This is the most complete Claude Code setup that exists right now. 27 agents. 64 skills. 33 commands. All open source. The Anthropic hackathon winner open-sourced his entire system, refined over 10 months of building real products. What's inside: → 27 agents (plan, review, fix builds, security audits) → 64 skills (TDD, token optimization, memory persistence) → 33 commands (/plan, /tdd, /security-scan, /refactor-clean) → AgentShield: 1,282 security tests, 98% coverage 60% documented cost reduction. Works on Claude Code, Cursor, OpenCode, Codex CLI. 100% open source.

How tf are you adding 78k more LOC to a newsletter website

Novel environments, no precedents or plagiarism possible. Humans 100%, AI <1%.

Microsoft launched a new feature for Copilot Researcher this morning called 'Critique' that directly integrates Claude. It has two steps; Chat researches and generates the initial report, then Claude reviews and refines it.

I ask both Opus and GPT to give me a plan. I choose which plan is better and ask that model to implement its own plan. Then I have the other model review the code and recommend changes. Go back and forth until they are both satisfied. Am I just a manager now?

Microsoft Copilot and low end, old, ChatGPT have massively damaged people 's sense of what LLMs can do. I recently had a top economist from a bank explaining to me that they had done a search for a name search and for a date search, it was useless at it and they never used an AI tool again; almost everybody at the table agreed.

SaaS is dead. We replaced $750/month in SaaS with $4,570 in LLM tokens. Now the team spends half their time debugging vibe-coded chaos instead of shipping. But hey… we “own the stack.”

asked Claude to validate some vulns in an OSS platform. It confirmed several N-days and marked them as unauthenticated. Which was weird. Plot twist: it had quietly changed the admin password on the local Docker image to inflate the CVSS score.

not a single one of them make any money

⚡️ BREAKING: Anthropic's new "Mythos" AI model sends cybersecurity stocks SLUMPING. iShares Cyber ETF down -4.5% Tenable down -9% Okta and Netskope -7% CrowdStrike, Palo Alto, Zscaler, SentinelOne -6% The selloff follows reports that leaked details of the upcoming Mythos model show it can outperform existing coding and cybersecurity tools.

after 7 months of loyal use, I am retiring Codex i wanted open ai to win. i didn't want the company with a status page the same colour as its logo to win. but they are. bigly

anthropic ships new claude feature called "the cold shoulder"