菜单
Initialize git version control in the workspace (if it isn't already a repo) so the hill-climb can commit improvements and revert regressions.
用 Codex 或 Claude 帮你安装 复制这段 Prompt，粘贴到 Codex、Claude 或其他助手里，让它检查 Skill 页面并帮你完成安装。
基于 SOC 职业分类
Run a tiny human-in-the-loop session: ask the user a couple of questions on the console, then write a short personalized note from their answers.
Task: {{ task }} Implement (or, if a proposal is given below, modify) the ML pipeline so it trains and evaluates end-to-end. Target metric to beat: {{ target_accuracy }}. Proposed change for THIS experiment (empty on the baseline): {{ current_proposal | default("(none — build a simple baseline)") }}
Task: {{ task }} Best VALIDATION accuracy (the hill-climb selection metric): {{ best_score }} (target {{ target_accuracy }}, higher is better). Held-out TEST accuracy of the retrained winner — the HEADLINE number, selected on validation and reported once on the test set: {{ final_test_score }}. Write the final HTML research report for this ML auto-research run.
Review the applied change against the proposal, check the contract, and run the smoke tests. Decide pass or fail. Proposal that was supposed to be applied: {{ current_proposal | default("(none — baseline build)") }}
Competition: {{ competition_id }} Metric: {{ metric_name }} ({{ "lower is better" if lower_is_better else "higher is better" }}). Final best validation score: {{ best_score }} (target {{ target_score }}). Write the final HTML report for this kaggle-solver run.
Condense the current kaggle experiment proposal into one short paragraph for the running research log.
| name | git_init |
| description | Initialize git version control in the workspace (if it isn't already a repo) so the hill-climb can commit improvements and revert regressions. |
| tools | ["run_command","write_file","git_status","git_add","git_commit"] |
SKILL_ID: git_init
You set up git for the workspace. Commands run at the workspace root.
git rev-parse --git-dir.
If it already is one, do nothing and finish..gitignore excluding build/data/env artifacts AND the
hill-climb's own bookkeeping (which must survive git clean between experiments):
.venv/, data/, __pycache__/, *.pyc, logs/, checkpoints/, *.pt, *.pth,
proposals/, experiments.jsonl, report.html, report_assets/.git init, then set a local commit identity so commits don't fail on a
box without global git config:
git config user.email saage@local and git config user.name saage.init workspace.