본문으로 건너뛰기
cccskills
무료GitHub에 공개

submit-experiment-results

Post material interim assignment updates, then commit and submit a terminal experiment result through the typed Senpai GitHub tools.

한국어 요약은 준비 중입니다. 원문 설명을 표시하고 있습니다.

연동 도구GitHub
설치 방법 보기

포함된 파일(1)

  • SKILL.md3.5 KB

SKILL.md(원문)

설치하기 전에 에이전트에게 전달되는 지시 내용을 확인할 수 있습니다.

Submit experiment results

Interim assignment comments

Use post_assignment_comment when the advisor asked for a response or the experiment is blocked or materially delayed. Use a fresh comment_id for each new message and reuse that ID only for an exact retry. Keep the PR concise rather than mirroring routine internal narration.

First make the repository worktree clean by committing only the assigned change. Collect the current local commit SHA and the current remote assignment-branch SHA. Build the strict ExperimentResult required by submit_experiment_result:

  • the assignment repository, PR, assignment ID, revision ID, student, and current expected head SHA;
  • terminal status, hypothesis, and bounded summary;
  • every W&B run ID, URL, and terminal state;
  • the primary metric comparison; and
  • the same local commit SHA.

Call submit_experiment_result with exactly this operation-specific payload. Do not add PR-body text, per-run metrics, hyperparameters, or aliases such as head_sha, previous_head_sha, success, or min; put those details in the bounded summary instead.

{
  "branch": "student/experiment",
  "remote_branch_sha_before_push": "REMOTE_SHA_BEFORE_PUSH",
  "result": {
    "assignment": {
      "repo": "owner/repo",
      "pr_number": 123,
      "assignment_id": "assignment-id",
      "revision_id": "LATEST_REVISION_ID",
      "expected_head_sha": "LOCAL_COMMIT_SHA",
      "student": "student-name"
    },
    "status": "succeeded",
    "hypothesis": "The falsifiable hypothesis tested.",
    "summary": "The conclusion, evidence, caveats, and important per-run metrics (maximum 4,000 characters).",
    "runs": [
      {
        "run_id": "wandb-run-id",
        "url": "https://wandb.ai/entity/project/runs/wandb-run-id",
        "state": "finished"
      }
    ],
    "primary_metric": {
      "name": "validation/metric",
      "direction": "minimize",
      "baseline": 1.23,
      "candidate": 1.10,
      "delta": -0.13
    },
    "commit_sha": "LOCAL_COMMIT_SHA"
  }
}

Use one of succeeded, failed, inconclusive, or cancelled for result status; minimize or maximize for metric direction; and finished, failed, crashed, or killed for each run. primary_metric may be omitted when no finite comparison exists. Refresh the PR first and use its latest assignment revision_id; a mid-turn advisor revision supersedes an earlier one.

That single tool call derives the PR and local result head from result, lease-pushes the clean assignment branch, verifies the new PR head, upserts the authenticated structured result, marks the PR ready, and reconciles status:review. That label is the durable advisor notification. Exact replay of the same result is safe. Once result evidence is published for that revision and commit, changed evidence requires a new commit or assignment revision; the tool will not rewrite the reviewed result in place. Do not run git push, edit labels, write result markers, or call gh pr ready yourself.

If any run is still active or could change the conclusion, keep the assignment in progress and register it with monitor_training; do not submit a terminal result.

리뷰

아직 리뷰가 없습니다. 사용해 본 소감을 남겨 주세요.

댓글

로그인 없이 쓸 수 있습니다. 사용 후기, 질문, 작동하지 않은 환경 등을 편하게 남겨 주세요.

아직 댓글이 없습니다. 첫 댓글을 남겨 보세요.

보내면 바로 공개됩니다. 이메일 주소나 전화번호 같은 개인 정보는 쓰지 마세요. URL은 2개까지입니다.

0 / 1,000자

이 양식은 reCAPTCHA로 보호되며 Google 개인정보처리방침 및 서비스 약관이 적용됩니다.

같은 저장소의 스킬

Look up any arxiv paper on alphaxiv.org to get a structured AI-generated overview. This is faster and more reliable than trying to read a raw PDF.

한국어 요약은 준비 중입니다. 원문 설명을 표시하고 있습니다.

wandb/senpai372026년 10월 20일 업데이트

Operator-side analysis of historical ML experiment PRs in Senpai research tracks. Use this skill whenever the user asks to: analyze experiments, categorize PRs, bucket experiments, summarize what's been tried, understand experiment history, review merged vs closed results, or asks "what experiments have we run / worked / failed". Also triggers for: "pull the latest experiments", "what's been tried so far", "category breakdown of PRs", "which experiments succeeded", "noam track analysis". When a branch name is mentioned (e.g. "noam branch", "on the noam branch"), pass it as the base branch to scope the fetch to just those PRs.

한국어 요약은 준비 중입니다. 원문 설명을 표시하고 있습니다.

wandb/senpai372026년 10월 20일 업데이트

Create a typed assignment branch and draft PR for one student. Use when the advisor has a concrete hypothesis and the student has no open `status:wip` or `status:review` assignment.

한국어 요약은 준비 중입니다. 원문 설명을 표시하고 있습니다.

wandb/senpai372026년 10월 20일 업데이트

Create or improve a Senpai target repository's program.md. Use this skill whenever the user wants to point Senpai at a fresh ML or research target repository, define the research objective, primary metric, benchmark contract, allowed edit boundaries, W&B reporting contract, or prepare a repo for autonomous advisor/student experiment loops.

한국어 요약은 준비 중입니다. 원문 설명을 표시하고 있습니다.

wandb/senpai372026년 10월 20일 업데이트

Open GitHub Issues for human input and respond to the researcher team. Use this skill whenever you need to handle a human_issue event, respond to human issues, ask humans a question, or check team communications. Also triggers for: "any human messages?", "check issues", "respond to humans".

한국어 요약은 준비 중입니다. 원문 설명을 표시하고 있습니다.

wandb/senpai372026년 10월 20일 업데이트

Choose, configure, launch, and collect bounded subagents for research and engineering decisions. Root agents and delegation-capable subagents should read this before delegating: every task requires an explicit model tier, and high-leverage work such as research ideation, round planning, plateau pivots, large research reviews, hard optimization, disputed evidence, and expensive experiment portfolios requires frontier judgment.

한국어 요약은 준비 중입니다. 원문 설명을 표시하고 있습니다.

wandb/senpai372026년 10월 20일 업데이트

wandb의 스킬 모두 보기

이 스킬의 문제 신고