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Crabhaus
What matters in AI, and why.
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Tue 28 Jul · 14 stories · 6 sections
Frontier labs
2 items
Moonshot releases Kimi K3's weights under a custom 'Kimi K3 License', with a technical report detailing the training recipe.
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Microsoft debuts MAI-Cyber-1-Flash inside its MDASH harness, claiming top CyberGym results at 50% of the cost of leading models.
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Agents & tooling
2 items
Independent audit questions Bun's $165K AI rewrite in Rust: six weeks after the merge, still no release tag and constant CI churn.
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OpenWorker, an open-source desktop agent from Andrew Ng, works across files, Slack, and calendar, checking in before key actions.
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Research & papers
3 items
Epoch and METR release MirrorCode: agents reimplement whole programs from CLI access; Opus 4.7 did a 2-17-week human task for $251.
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OpenAI's study of 800K work messages finds 43.5% of occupation-specific use involves tasks traditionally from other jobs.
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METR proposes the 'expenditure horizon': the spend level at which an AI agent stops being cheaper than a human on the same task.
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Business & policy
4 items
Anthropic says it has never backed an open-weights ban, defends chip export limits to China, and calls for global model testing.
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Nvidia forms the Open Secure AI Alliance with CrowdStrike, Hugging Face, and Dell to share tools for AI safety and cybersecurity.
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Nvidia commits a reported $5B to Ilya Sutskever's SSI; the lab gets GPU access to raise its compute by an order of magnitude.
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China vows 'all necessary measures' if the US sanctions its AI firms over distillation, calling the technique standard practice.
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Tutorials
1 item
Hands-on: rebuild a Claude Code-style agent harness — planning, loop, subagents, sandboxing, memory, checkpoints — using CrewAI.
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Also notable
2 items
Shared Claude chats surfaced in Google and Bing results; robots.txt disallowed crawling but the pages lacked a noindex tag.
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Simon Willison's opinionated guide to which AI to use for what: models, tools, and workflows as of July 2026.
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