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The 1M-document numbers are a great reality check. I’d happily start with the NumPy version and only reach for a vector DB once it actually hurts.

The trust problem feels more important than whether the code was AI-assisted. A small, reproducible change with clear tests is reviewable; a huge opaque diff is not, regardless of …

The schedule interval vs. hard timeout distinction is the useful bit here. Treating them as one setting makes backlog behavior much harder to reason about.

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