Prompt Lineage
# Prompt Lineage
This public repo is derived from private working notes and the public blog post:
- https://abhishek.it/blog/never-optimize-the-number
The private notes contained internal traces, exact measurements, customer-adjacent details, and incident-specific examples. Those details are intentionally not published here.
The public prompt keeps the reusable rules:
- measure before believing
- real data over demo prompts
- delivery before latency
- deterministic levers before prompt/model changes
- compile repeated reasoning
- degrade unsupported asks to partial output or refusal
- verify on the real path
- report like an adversary is reading
The repo is meant to be copied into agent optimization work regardless of framework.
If you adapt the prompt for a real system, keep the privacy boundary explicit:
- publish methods, not sensitive traces
- publish failure classes, not customer details
- round or bucket private numbers
- keep exact evidence available internallywhen to use it
Community prompt sourced from the open-source GitHub repo abhishekgahlot2/agent-optimization (MIT). A "Prompt Lineage" style prompt — adapt the placeholders and specifics to your task. Imported as-is and not independently retested here, so check the output before relying on it.
tags
writingcommunitygeneral
source
abhishekgahlot2/agent-optimization · MIT
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