docs(readme): add agentic benchmark chart (LOC per arm)
Bar chart of mean LOC per task by arm (Haiku 4.5) in the Numbers section, same system-gray style as the single-shot chart so it reads on both GitHub themes. The old single-shot chart stays in the collapsed "isolated generation" section. Co-Authored-By: Claude Opus 4.8 (1M context) <noreply@anthropic.com>
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Claude Opus 4.8
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@@ -46,6 +46,10 @@ More survivors in [examples/](examples/).
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The honest measurement is a real agent doing real work: a headless Claude Code session editing [tiangolo's full-stack-fastapi-template](https://github.com/fastapi/full-stack-fastapi-template) (a real FastAPI + React repo), scored on the `git diff` it leaves behind. Twelve feature tickets, the same agent with and without the skill, n=4, Haiku 4.5.
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<p align="center">
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<img src="assets/benchmark-agentic.svg" width="860" alt="Mean lines of code per task by arm on the agentic benchmark (Haiku 4.5): baseline 191, caveman 152, yagni-oneliner 128, ponytail 87">
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</p>
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| vs no-skill baseline | LOC | tokens | cost | time | safe |
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|---|--:|--:|--:|--:|--:|
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| **ponytail** | **-54%** | **-22%** | **-20%** | **-27%** | **100%** |
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