Individual skill
context-compression
This skill should be used when long-running agent sessions need context compression, structured summarization, compaction, token-per-task optimization, or durable handoff summaries that preserve decisions, files, risks, and next actions.
skills/context-compression/SKILL.md
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SKILL.mdcore · 18,507 bytesSKILL.mdcore · 18,507 bytesreferences/evaluation-framework.mddoc · 8,449 bytesscripts/compression_evaluator.pyruns · 30,303 bytestests/test_compression_evaluator.pyruns · 2,095 bytes
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# Context Compression Strategies
When agent sessions generate millions of tokens of conversation history, compression becomes mandatory. The naive approach is aggressive compression to minimize tokens per request. The correct optimization target is tokens per task: total tokens consumed to complete a task, including re-fetching costs when compression loses critical information.
## When to Activate
Activate this skill when:
- Agent sessions exceed context window limits
- Codebases exceed context windows (5M+ token systems)
- Designing conversation summarization strategies
- Debugging cases where agents "forget" what files they modified
- Building evaluation frameworks for compression quality
- Creating durable handoff summaries that preserve decisions, files, risks, and next actions