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cccskills
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debug

Diagnose a stated code, JAX, Marin, Iris, Zephyr, or TPU fault or startup/performance regression; do not activate for ordinary implementation or optimization without a symptom.

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  • SKILL.md2.1 KB

SKILL.md(原文)

安装前可以查看交给 AI 代理的指令内容。

Debug

Keep working notes in the active task. Do not add repository debug-log files. At the start of a fresh investigation, use consult-echo when repository policy requires prior-work search. During continued diagnosis or mitigation of the same incident, reuse results already read instead of invoking consult-echo again unless the scope or freshness requirement changes or the user asks for a new search. After diagnosing a live infrastructure incident, use write-ops-log to publish its standalone Echo record and link it from the associated PR or issue. A code bug or local debugging session is not an incident unless it caused a service, production run, or shared operational system to fail or degrade.

Infrastructure faults

Read lib/iris/AGENTS.md or lib/zephyr/AGENTS.md for context, then follow the matching OPS.md section:

SymptomRead
Stuck job, scheduling failure, resource leak, controller stalledlib/iris/OPS.md → SQL Queries, Process Inspection & Profiling, Known Bugs, Troubleshooting
Iris task misbehaving, container inspection, profiling a running tasklib/iris/OPS.md → Task Operations, Process Inspection & Profiling
Zephyr pipeline slow / stragglers / data skew / worker failureslib/zephyr/OPS.md → Diagnostic Patterns, Observability
TPU bad node (No accelerator found, FAILED_PRECONDITION, Device or resource busy)lib/iris/OPS.md → TPU Bad-Node Recovery

Read the guardrails beside the commands. Never modify the controller database, prefer iris process profile over SSH, and never run a full iris cluster restart without approval. After a TPU recovery or Zephyr fix, return to the active Iris job-monitoring or babysit-zephyr loop.

Code bugs

For code bugs, reproduce the failure, identify the smallest falsifiable hypothesis, change one cause at a time, and test the behavior that failed. Let exceptions propagate unless added context changes the diagnosis.

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Run an explicitly requested Zephyr control/treatment benchmark on the same pre-normalized sample and compare Finelog stage metrics.

中文简介正在准备中。当前显示原文说明。

marin-community/marin39872026年10月20日 更新

Register a named Hugging Face dataset for Marin by inspecting its schema and adding the appropriate experiments/datasets module.

中文简介正在准备中。当前显示原文说明。

marin-community/marin39872026年10月20日 更新

add-grant

免费

Implement a fully specified request for a GCP IAM resource grant or Cloud Run IAP viewer in marin-iac.

中文简介正在准备中。当前显示原文说明。

marin-community/marin39872026年10月20日 更新

Add or change a named Pallas/Mosaic kernel, including its reference implementation, correctness tests, wrapper, or requested tuning.

中文简介正在准备中。当前显示原文说明。

marin-community/marin39872026年10月20日 更新

Archive explicitly named legacy experiment files by publishing a dated tag and canonical issue breadcrumbs.

中文简介正在准备中。当前显示原文说明。

marin-community/marin39872026年10月20日 更新

Launch or continuously monitor a specified Zephyr pipeline on Iris only when asked to babysit it; restart only after explicit approval.

中文简介正在准备中。当前显示原文说明。

marin-community/marin39872026年10月20日 更新

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