Turn architecture notes into a critical-path and failure-dependency map with targeted read-only validation questions.
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Describe a bug and paste the function and the framework. Get a single focused failing test that reproduces it deterministically — the right assertion, the right fixture, no flakiness — so you fix the bug, not your guess about the bug.
A phased mega-prompt that turns an AI into a disciplined infrastructure consultant — Built and battle-tested deploying a self-hosted Nextcloud stack on Proxmox, but generalized for any homelab/self-hosting build.
Paste an error stack trace plus the function it points at. Get a plain-English root cause, the smallest diff that fixes it, why that fix works, and the edge cases to watch — no over-engineering, no try/catch band-aids.
Paste a function that grew too big. Get it split into well-named single-responsibility helpers, a slim top-level function that reads like a table of contents, and a why-bullet for each extraction — guaranteed identical behavior, no new dependencies, no algorithm changes.