Rewrite the skills README around how the skill works - #552
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Yuge Zhang (ultmaster) wants to merge 1 commit into
Draft
Rewrite the skills README around how the skill works#552Yuge Zhang (ultmaster) wants to merge 1 commit into
Yuge Zhang (ultmaster) wants to merge 1 commit into
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Lead with what the skill does for a coding agent, add a "How It Works" section with the baseline prompt that harnesses already respond to, and reframe the results as coding-agent rows rather than "agentic optimizer average". Describe the budget-controlled setup and the finale-cost question in the performance breakdowns instead of the per-chart methodology notes. Co-Authored-By: Claude Opus 5 (1M context) <noreply@anthropic.com> Claude-Session: https://claude.ai/code/session_01SnuugZnz2GXy8F78zkSmcY
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Draft. This is an in-progress rewrite of
skills/README.md, committed as-is fromthe working tree — content unreviewed and unedited, opened for visibility while
it is still being worked on.
What changes
format preamble.
strong optimizer, with the baseline prompt it responds to, and positions the
skill as boosting that.
optimized versus the optimizer harnesses, and that all non-coding-agent rows
come from the SkillOpt paper.
"Coding Agent (Avg. of CC+Codex+GHCP)" / "Coding Agent (with Agent Lightning
Skill)". Numbers are unchanged.
Breakdowns section that explains the budget control and the finale-cost
question.
Open items before this is ready
[agent-lightning]is used as a reference-style link but the file has nomatching
[agent-lightning]: ...definition, so it renders literally.three runs". The text it replaced said each point is one of three runs. If
the charts still plot individual replicates, this claim needs to go back.
finale-cost / jitter note, the dotted score-only ALFWorld baseline, and the
pristine-baseline reference points.
skills/agent-lightning/is both the canonical AgentSkills package and the Claude Code plugin root.
##with no#heading.expensive model", "pervious experiment".
🤖 Generated with Claude Code
https://claude.ai/code/session_01SnuugZnz2GXy8F78zkSmcY