Files
gbrain/docs
95353f8790 Add Section 16: Deterministic Collectors — Code for Data, LLMs for Judgment (#12)
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>
2026-04-09 14:28:47 -07:00
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