القائمة
Initialize git version control in the workspace (if it isn't already a repo) so the hill-climb can commit improvements and revert regressions.
التثبيت باستخدام Codex أو Claude انسخ هذا Prompt والصقه في Codex أو Claude أو مساعد آخر ليراجع صفحة Skill ويثبّتها لك.
استنادا إلى تصنيف SOC المهني
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.