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Coding Agent Prompt Audit and Optimization

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God of Prompt
Contributed byGod of PromptXSource

Oct 4, 2026

Coding Agent Prompt Audit and Optimization A prompt for coding agents to audit and optimize system prompts by identifying redundant tokens, ranking removals, and refining the system prompt line by line.

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paste this into your coding agent and it audits your harness, finds everything being resent on every turn for nothing, and cuts it. it starts by instrumenting what isn't being logged, then renders your real requests and counts tokens section by section. you get a ranked list of what's worth removing, weighed against what each cut would cost you in quality. then it goes through the system prompt line by line. keep, rewrite, delete, or move. guardrails written for weaker models get deleted. commands get rewritten as plain descriptions. anything that changes per request moves out of the cached prefix.

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Usage

This prompt is designed for use with coding. Copy the prompt content above and paste it into your preferred AI tool.

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References

Categories:coding| twitter| prompt-audit| token-optimization

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