kaguc
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Agent
2026
Jul 29
27 days of AI-assisted development: a retrospective in numbers
One person plus a coding agent, 27 days: 94 conversation-level devlogs, a 28-module / 8,352-line backend plus a desktop client, 351 tests, a …
7 min read
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Jul 29
Controlled revision in reflection loops
The draft → self-revise × N reflection loop often makes documents worse: full-rewrite revision regresses 16–27% of already-covered content …
11 min read
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Jul 29
From chat to agent: tool loops and collapse breakers
Give a model a tool set and a loop and it becomes an agent — along with failure classes chat applications never see: path escapes, unbounded …
10 min read
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Jul 29
Multi-agent adversarial review as an engineering practice
Split 'finding problems' and 'verifying problems' into two adversarial stages: N auditors search in parallel, one dimension each, producing …
9 min read
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Jul 29
Wiring external signals into the loop: compile-and-repair
Run generated LaTeX through a real compiler and feed the errors back to the model — on tasks where errors are hard to self-detect, an …
9 min read
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