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Use when debugging a traceback, runtime error, unexpected behavior, value/config mismatch, tensor/data shape issue, or when the user asks to backtrack where variables come from and where they go.
Codex または Claude でインストール この Prompt をコピーして Codex、Claude、または他のアシスタントに貼り付けると、Skill ページを確認してインストールできます。
SOC 職業分類に基づく
| name | codepath-debugging |
| description | Use when debugging a traceback, runtime error, unexpected behavior, value/config mismatch, tensor/data shape issue, or when the user asks to backtrack where variables come from and where they go. |
Use this skill to trace runtime failures or suspicious values back to the smallest root cause without modifying the repository.
pwd, git rev-parse --show-toplevel, and git status --short).//, int, stride, padding, resize, batching, concat, joins, filters).floor((in + 2*pad - dilation*(kernel-1) - 1) / stride + 1); stride-2 kernel=3,padding=1 gives ceil(in/2).Use when opening a PR and driving it to green CI — push the branch, write a high-level PR description, watch checks, fix failures, and keep looping until green; also use when an already-open PR gets new commits.
Use when the user starts, resumes, switches, saves, or recalls a named task or ongoing work across sessions (e.g. "remember this", "continue X", "what was I doing on Y", "track this task").
Git commit workflow. Load when finishing any code-change task (after verification) to commit and push, or when explicitly staging/committing.
Use when modifying or adding a transform, loss, model, method, package, task-model, config, docs page, or example in a Lightly AG repo (lightly-ssl or lightly-train) and you need repo-specific conventions.
Spawn a subagent to run a task. Use when you want to delegate work to a separate pi instance.
Use when configuring or replicating LT-DETR v2 (ltdetrv2-s/m/l/x) COCO benchmarks via the lightly-train wrapper — model alias map, global vs per-rank batch size, recipe invariants, ECDet config mapping, cluster pins, and common gotchas.