feat: skill v2 — output cap, reflex ladder, benchmarks
v1 lost to caveman on tokens/time despite minimal code: it wrote essays defending each simplification. v2 caps explanation at three lines and ships the lazy version instead of stalling on necessity questions. Benchmark: 136.6k tok vs caveman 138.4k, code 47 vs 117 lines across 5 tasks.
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@@ -130,6 +130,16 @@ Ponytail saves tokens on two levels at once:
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1. **Shorter output** — less code written, fewer output tokens.
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2. **Fewer follow-ups** — over-engineered code generates bug reports, refactor requests, and tests for logic that never needed to exist. Ponytail prevents the complexity instead of compressing its description.
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Measured (5 coding tasks, fresh agent per run, same model):
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| Config | Agent tokens | Time | Code written |
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|---|---|---|---|
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| No skill | 161,955 | 479s | ~293 lines |
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| Caveman | 138,410 | 136s | ~117 lines |
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| **Ponytail** | **136,624** | 158s | **~47 lines** |
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The no-skill baseline produced a 190-line countdown "dashboard" where ponytail shipped 13 lines. Full data: [benchmarks/](benchmarks/).
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## Comparison to Caveman
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| | Caveman | Ponytail |
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