~/articles
· 3 posts
Notes from the workbench.
Thinking out loud about PHP, AI tooling, ABA software, indie hacking, and whatever else I'm shipping this month.
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#ai
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2026·10·03
·
~9 min
Six Rounds of Bot Review on One PR
An agent built a whole feature in one session: interview, spec, design, code, tests, a live click-through. It passed its own review. Then the review bots found 32 real bugs, one round at a time. Asking their questions before the PR is the fix.
#ai
#review
#methodology
2026·04·24
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~9 min
One LLM Isn't Enough: The Data
Two months of multi-model code review across 217 commits and 1,514 findings. Consensus is rarer than I thought, and 87% of real bugs were caught by exactly one model.
#ai
#review
#data
2026·04·03
·
~5 min
One LLM Isn't Enough
Relying on a single AI model to write and review your code is asking the student to grade their own homework. Here's the multi-model pipeline I run on every commit.
#ai
#review