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Get Started Free →Apply when context is filling up: large outputs, long files, repeated reads, fan-out planning. Route bulk to subagents; keep summaries in the main thread, not raw payloads.
| Test case | Without → With | Effect | Δ tokens | Δ turns |
|---|---|---|---|---|
| case-07 | ✗→✓ | ▲ Improved | -21% | 0% |
| case-13 | ✗→✓ | ▲ Improved | -48% | 0% |
| case-18 | ✗→✓ | ▲ Improved | -43% | 0% |
| case-19 | ✗→✓ | ▲ Improved | -38% | 0% |
| case-04 | ✓→✓ | = Same ✓ | -31% | 0% |
The context window is finite and non-renewable within a session. Every token that enters should earn its place.
Why: Context overflow degrades reasoning quality, creates compression artifacts, and halts progress. Unlike compute or time, context spent inside a session cannot be reclaimed.
Pattern:
Other measured skills in the registry, with their headline benchmark lift.