DevOps

Delivering changes safely: release preparation, dependency audits and scoped updates, secrets hygiene, changelog generation, Git conventions and worktrees…

This skill should be used when designing hosted or background agent infrastructure: sandboxed execution, remote coding environments, warm pools, session…

為管理／財務／策略的實證研究產出出版級(publication-grade)統計圖表。把迴歸與追蹤資料結果畫成國際商管期刊(Q1/ABS 3*/4*)版面規範的圖：二次式倒U/U轉折點圖、係數森林圖、交互作用(調節)圖、邊際效果圖、家族vs非家族分組比較、逐年趨勢圖、事件研究平均累積異常報酬(CAR)曲線。輸出…

Load when planning or about to git commit, branch, push, rebase, resolve a merge conflict, open PR, stack PRs (even when gh-stack drives the stack), or…

Deploy Python services to Cloud Run with Artifact Registry and keyless CD.

Build GitHub Actions CI/CD and agentic workflows; Dependabot, Lefthook, and zizmor audits.

Poll RSS, JSON APIs, and GitHub with watermark dedup.

Suede AI agent-team orchestrator, the method behind multi-agent automation: split complex work into coordinated lanes with explicit file ownership, WIP…

Run formatting, lint, typecheck, and tests for this repo; use when validating changes or investigating CI failures.

用百炼 CLI (`bl`) 走完"数据→微调训练→导出→部署→调用"的完整闭环，或跳过训练直接部署基座模型。支持文本模型（SFT/DPO/CPT）、音频 TTS 模型（CosyVoice）、图像生成模型（Wan2.7）和视频生成模型（Wan…

Prevents private infrastructure details (node hostnames, internal project names, local usernames and personal emails, absolute home paths, private and VPN IP…

Monitor a pull request through review and CI.

AWS Bedrock AgentCore comprehensive expert for deploying and managing AI agents at scale.

Use when a user asks to debug or fix failing GitHub PR checks that run in GitHub Actions.

Classify the differences between two OpenAPI 3.x JSON documents (or two JSON Schemas, with local $ref resolved) as BREAKING or compatible, and fail on any…

Fail a change that weakens a deterministic control (deleted or skipped tests, lowered thresholds, disabled workflow steps, edited control files, added…

Prove that every acceptance criterion (AC-<n>) in a plan.md has at least one passing test and that no test mapped to a criterion failed, by reading JUnit XML…

Structure, draft, validate, and track the Architect's decision records (docs/decisions/NNNN-slug.md) and escalations with a default date.

Search, bind, validate, and certify entries of the Forge, the catalog of certified reusable building blocks (shared services, libraries, templates, interface…

Maintain and validate the Learn hypothesis ledger (specs/learn/hypotheses.md): add Open hypotheses, list reviews and feature deletions that are due, compute a…

Author and validate incident records (docs/incidents/<date>-<slug>.md): detect, mitigate first, diagnose with correlated evidence, repair with a failing test…

Structure, validate, and hand off persistent Meeting Packs from client meeting transcripts: normalize a plain-text transcript, build a pack (summary…

Structure, author, and validate the migration documentation set (assessment.md, migration-plan.md, runbook.md) for moving an application from one…

Gate a change on its Mutation Testing Bar: read a Stryker mutation-testing-elements JSON (or a generic killed/survived summary), compute the mutation score…