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senpai-status-check

Produce a fresh, read-only status report for a Senpai research track from GitHub, W&B, and the current agent's local controller state.

한국어 요약은 준비 중입니다. 원문 설명을 표시하고 있습니다.

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  • SKILL.md3.7 KB

SKILL.md(원문)

설치하기 전에 에이전트에게 전달되는 지시 내용을 확인할 수 있습니다.

Senpai status check

Report progress against the configured program.md and fleet activity now. Keep scientific progress separate from infrastructure liveness, and distinguish observed evidence from inference.

Establish scope

Resolve these values from the environment before collecting evidence:

  • GH_REPO
  • ADVISOR_BRANCH
  • RESEARCH_TAG
  • WANDB_ENTITY
  • WANDB_PROJECT
  • TARGET_WORKDIR
  • SENPAI_OPENHANDS_STATE_DIR
  • current UTC time

If a required value is absent, record an evidence gap. Never substitute a remembered repository, branch, cluster, project, dataset, or metric.

Use the immutable program.md snapshot embedded in your system prompt for its goals, metric contracts, benchmarks, training constraints, and permitted reporting paths. Derive every metric and benchmark in the report from that snapshot or live evidence.

Collect bounded evidence

  1. Metrics: use the wandb-primary skill against $WANDB_ENTITY/$WANDB_PROJECT. Start with run IDs linked from active PRs, then inspect only the recent runs needed to establish the test frontier.
  2. GitHub: use get_prs for the configured $GH_REPO and $ADVISOR_BRANCH. Check assignment, workflow state, update time, linked W&B runs, and results. Keep the query bounded to relevant open and recently completed work.
  3. Current controller and training: inspect $SENPAI_OPENHANDS_STATE_DIR/training/*.json for supervised training state. Treat this as local evidence for the current advisor or student only. Do not infer another node's process state; its GitHub transitions and W&B run state are the portable evidence boundary.

Cross-check timestamps, branch assignments, terminal training records, W&B run state, and PR claims. State contradictions explicitly. Missing access or absent records are evidence gaps, not evidence that nothing happened. Senpai uses no cross-node RPC or cluster API for status collection.

This workflow is observational. Do not mutate GitHub, Kubernetes, W&B, local state, or agent sessions.

Report

Return a compact report with:

  1. Scope and evidence gaps: exact repo, branch, research tag, W&B project, collection time, and anything unavailable.
  2. Executive read: the scientific frontier and the main operational risk.
  3. Test metric frontier: metric contract, best verified test value, benchmark or target, gap, W&B run, PR, and evaluation caveat.
  4. PR queue and routing: active work, assignment integrity, stale work, and evidence-backed blockers.
  5. Runtime health: current assignment, persisted local training and monitor state, W&B run liveness, stale GitHub transitions, and any branch-to-assignment mismatch.
  6. Contradictions and confidence: where GitHub, W&B, persisted state, logs, or local controller state disagree.
  7. Next actions: the one to three highest-value actions, clearly labeled as recommendations rather than changes already made.

Put paper-facing test metrics before validation metrics unless program.md defines a different publication contract. Pair every claimed result with its source and caveat; never promote a validation-only or partial-evaluation result to a test result.

If program.md permits a repository status artifact and the user requested one, write:

analysis/STATUS_<YYYY-MM-DD-HHMM>_<branch>_fleet.md

Otherwise, return the report in the conversation without creating files.

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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 24일 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 24일 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 24일 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 24일 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 24일 업데이트

Check scientific progress and operational health of a Senpai research program against the mission in its target repository's program.md. Use for experiment updates, health checks, current advisor/student activity, promising or failed experiments, W&B/GitHub reconciliation, evaluation status, and next research priorities. Produce a fresh, read-only, evidence-backed report with clear implications and actions. Do not use for cluster-capacity-only checks or to mutate research state.

한국어 요약은 준비 중입니다. 원문 설명을 표시하고 있습니다.

wandb/senpai372026년 10월 24일 업데이트

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