Anthropic published an article titled "When AI Builds Itself."


The core message is: AI has already begun participating in the development of AI itself.
Some figures are quite astonishing:
By May 2026, over 80% of code merged in Anthropic's codebase is written by Claude.
The typical engineer’s code merge volume is about 8 times that of 2024.
In a training experiment optimization task, Claude went from approximately 3x speedup to about 52x.
My understanding:
Execution will become increasingly cheaper, and human bottlenecks will shift to four things:
Setting direction, gating, verifying results, and taking responsibility.
That’s also why I’ve recently been tinkering with Wiki, pinned threads, active-task, and workflow gates.
The more automation advances, the more a reproducible decision-making system is needed.
Without gates, the more output there is, the greater the debt.
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