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Pattern for when LLMs keep failing at mechanical tasks despite prompt fixes. Real example: email Gmail links dropped 5x, fixed by moving URL generation to a deterministic Node.js collector script that feeds pre-formatted data to the LLM. Architecture: deterministic pipeline → structured data → LLM analysis layer. Same pattern as x-collector (Twitter data) — generalized to email, calendar, Slack, GitHub, and any recurring data pull. Co-authored-by: root <root@localhost>