home/writing/prompt-lineage

Prompt Lineage

GPTClaudeGemini··498 copies·updated 2026-07-14
prompt-lineage.prompt
# 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 internally

when 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