it spent a day and a half coordinating about 60 Claude subagents, which this time went much deeper
60个子agent协同工作1.5天——典型的multi-agent研究系统：主agent分配任务，子agent分别攻克子问题，互相验证结果。这是agentic workflow重塑数学研究的具体案例，也是Claude Code真正被用于科研的里程碑。
3 Matching Annotations
- Aug 2026
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www.anthropic.com www.anthropic.com
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- Jun 2026
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patrickmccanna.net patrickmccanna.net
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I went to inspect that reasoning this weekend and found a signature (600 characters long) and no text.
作者去查 Claude Code 的本地日志，发现所谓的「推理块」里只有600字符的加密签名，没有任何推理文本。这个发现的意义在于：开发者以为自己在存储 AI 的真实思维过程，但实际上存的只是一个密文指针——内容在别人的服务器上（或者根本没有），本地文件毫无可读价值。
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claude.com claude.com
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Work you'd normally plan in quarters now finishes in days. Claude dynamically writes orchestration scripts that run tens to hundreds of parallel subagents in a single session, checking its work before anything reaches you.
The 'quarters to days' compression is a bold claim that reframes AI coding tools from assistants to project managers. The key novelty here isn't just parallelism — it's that Claude writes the orchestration scripts itself, meaning the planning layer is also automated rather than pre-specified by engineers.
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