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Analyze and optimize context for signal-to-noise ratio — deduplicate, compress, prioritize, and prune.
Codex 또는 Claude로 설치 이 Prompt를 복사해 Codex, Claude 또는 다른 어시스턴트에 붙여 넣으면 Skill 페이지를 검토하고 설치를 진행할 수 있습니다.
SOC 직업 분류 기준
Run a focused Gemini advisor prompt and save the result as a reusable artifact.
Autonomously drive a feature from clarified objective through implementation and verification.
Safely stop active work, note what was interrupted, and preserve resumable context.
Configure notification delivery for Slack, Discord, or Telegram.
Summarize token usage and cost-style session metrics across daily, weekly, or monthly windows.
Reproduce or inspect a failure, isolate root cause, and validate a fix.
| name | context-optimize |
| aliases | ["/context-optimize","optimize context","compress context"] |
| primaryRole | optimizer |
| description | Analyze and optimize context for signal-to-noise ratio — deduplicate, compress, prioritize, and prune. |
Optimize prompt and context files for maximum signal density.
| Strategy | Description | Risk |
|---|---|---|
| Deduplicate | Remove repeated instructions across layers | Low |
| Compress | Shorten verbose sections preserving meaning | Low |
| Prioritize | Move high-signal content earlier in context | Low |
| Prune | Remove stale or irrelevant entries | Medium |
| Restructure | Improve formatting for model parsing | Low |
Before: 4,200 tokens | Signal: 62% | Redundancy: 18% | Stale: 12%
After: 2,800 tokens | Signal: 89% | Redundancy: 3% | Stale: 0%
Savings: 33% token reduction
oh-my-product contexts follow this priority hierarchy:
Optimization targets layers 2-5 (layer 1 is immutable).
/omp:optimize — quick context optimization command/omp:memory compact — compact memory entries specifically