436건 · 관련도순
Grind through ready beads in priority order by running several issues at once, each in its own isolated git worktree managed by worktrunk (`wt`), then merging the finished branches back one at a time. Use when asked to work the beads queue in parallel, to run N issues concurrently, or when a serial grind is too slow and the ready issues are independent.
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Autonomously improve a real artifact (code, training recipe, agent harness, data pipeline, prompt) against an objective and an evaluator, using Hypothesis Tree Refinement (HTR) from the Arbor paper. Use this whenever someone wants to iteratively optimize something over many experiments without overfitting — e.g. "get my model's eval score up", "improve this agent/harness", "tune this pipeline", "beat the baseline on this benchmark", "run a search over approaches and keep the best", "do an MLE-bench / Kaggle-style optimization", or any long-horizon "make this artifact better and don't just memorize the dev set" task. Trigger it even when the user doesn't say "Arbor" or "hypothesis tree" but describes repeated experiment-and-evaluate loops, branching exploration of competing ideas, or worries about a dev/test gap. Runs Claude itself as the coordinator with subagent executors in isolated git worktrees; for the standalone `arbor` CLI tool see references/arbor-upstream.md.
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Set up a parallel agent team for COMPLEX tasks: creates worktree structure, an ownership map, and an initialized task queue. Use when a task is decomposed into parallel subtasks.
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Coordinate staged or parallel jobs across coding-agent runtimes and subagents: routes by capability/risk, isolates writers in worktrees, arbitrates results. NOT for a single-agent task (mk:cook).
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Offload builds, tests, or artifact verification to authorized SSH hosts and isolated worktrees; synchronize remote fixes into dedicated coordinator commits and preserve reproducible build provenance. Use for spare development capacity and remote build troubleshooting. Paid provisioning requires a separate resource lifecycle contract.
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Run an org-team workflow — a flat pod of up to four peer Claude Code sessions claims lane-tagged slices of an approved spec over the baseline MCP channel and implements them concurrently, each in its own git worktree. Each peer DECIDES its own in-lane implementation choices in its own main context (Article X); only un-decidable or cross-lane forks escalate peer→lead→human (yield_fork for task-bound forks, ask_lead for free-form queries). Opt-in and OFF by default (velocity.org_mode.enabled). Graduates the retired sprint-dispatch prototype into the constitutionally-sanctioned org-team model (Article X — Multi-session coordinated workflows). Requires git.
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Multi-agent collaboration plugin that spawns N parallel subagents competing on the same task via git worktree isolation. Agents work independently, results are evaluated by metric or LLM judge, and the best branch is merged. Use when: user wants multiple approaches tried in parallel — code optimization, content variation, research exploration, or any task that benefits from parallel competition. Requires: a git repo.
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系统性 Bug 修复流水线（P0-P8）：一次修一个，强制根因分析、独立 worktree、TDD、双层验收报告、forge-qa 回归；多会话经 .forge/active.md 防撞车。 铁律：不做根因分析不写代码；新发现禁止顺手修；没有用户最终结论不合并。 触发方式：用户说"bugfix"、"反馈个问题"、"修这个 bug"、"这里有问题"、"为什么不对"、"排查一下"、"investigate"、"forge-bugfix"，或报告错误、异常行为、功能失效时。
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工程实现主力：管理 ENGINEERING.md，完整/轻量两模式；worktree 会话隔离、分级 TDD、验证门（证据先于断言）、任务原子化 Wave 并行、独立 commit。 触发方式：用户说"工程"、"实现"、"forge-eng"，或 forge-dev 调度、需要实现代码变更时。
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Review the current worktree or a base diff with Claude.
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工程实现主力：管理 ENGINEERING.md，完整/轻量两模式；worktree 会话隔离、分级 TDD、验证门（证据先于断言）、任务原子化 Wave 并行、独立 commit。 触发方式：用户说"工程"、"实现"、"forge-eng"，或 forge-dev 调度、需要实现代码变更时。
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系统性 Bug 修复流水线（P0-P8）：一次修一个，强制根因分析、独立 worktree、TDD、双层验收报告、forge-qa 回归；多会话经 .forge/active.md 防撞车。 铁律：不做根因分析不写代码；新发现禁止顺手修；没有用户最终结论不合并。 触发方式：用户说"bugfix"、"反馈个问题"、"修这个 bug"、"这里有问题"、"为什么不对"、"排查一下"、"investigate"、"forge-bugfix"，或报告错误、异常行为、功能失效时。
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Plan, order and deliver a batch of backlog items (e.g. every High item) in a Conventional Docs repo, one decision, branch, worktree, draft PR, review and merge per item. Use when asked to work through the backlog, implement all items of a priority, or sequence several backlog items end to end.
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Use when orchestrating implementer/judge subagents — form gate + nine modes (do-and-judge ±two-stage, steps/parallel/worktrees, competitively, debate, live-app-judge, adversarial-council).
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Stack an existing or new git branch on top of another branch, restacking it in a git worktree when needed, then align the GitHub PR bases and stack metadata with `gh stack`. Use when invoked as `$git-stack` or when the user asks to stack or restack a branch or PR onto another branch.
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Start work on a Linear ticket by gathering context, planning, creating a branch/worktree, implementing, testing, opening a draft PR, and updating Linear. Use when invoked as `$linear-plan` or when the user asks to start a Linear ticket.
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Claude Code workflow tips from Boris Cherny (creator of Claude Code) and the Claude Code team. Use when: setting up Claude Code, optimizing workflows, running parallel sessions, configuring CLAUDE.md, using skills/commands, subagents, hooks, MCP integrations, or learning best practices. Covers: git worktrees, plan mode, verification, permissions, Slack MCP, BigQuery, prompting tips, plugins, custom agents, sandboxing, keybindings, status lines, output styles, customization, /simplify for code quality, /batch for parallel code migrations, /loop for scheduled tasks, code review agents, /btw for mid-task questions, /effort max reasoning, remote control sessions, voice mode, setup scripts, session naming, /color, PostCompact hook, auto mode, /schedule cloud jobs, iMessage plugin, auto-memory, and auto-dream, mobile app, session teleporting, Cowork Dispatch, Chrome extension, Desktop app, /branch forking, --bare SDK startup, --add-dir multi-repo, --agent custom agents, /voice input.
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Codex workflow tips from Boris Cherny and the Codex team. Use when setting up Codex or optimizing workflows: parallel sessions, worktrees, plan mode, AGENTS.md, skills, subagents, hooks, MCP, permissions, and sandboxing.
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Set up kpopper watch for background branch compatibility, scoped shared facts, and daily review. Use when asked to watch a project's graph, check worktree changes against main, share external observations, or install a kpopper routine. Ordinary followup capture recommends scheduling without enabling it.
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Quality gate for agent-flow. Runs the repo's test, typecheck and lint commands in the issue worktree, re-runs failures once, reports raw output as JSON. Never modifies code. Use when launched with AGENT_FLOW_ROLE=qa after a review is approved.
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Verify that the current Git branch, upstream state, and dirty working tree match the user's intended task before staging, committing, pushing, or continuing work from another session. Use this to detect stale branch reuse, leftover dirty files from previous sessions, unrelated commits on the current branch, cases where work should be split into a new branch or worktree, and post-publish cleanup decisions after push, PR creation, or PR merge.
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Ship an already-committed Git branch through GitHub: verify branch/worktree intent, push, create or mark a pull request ready for review, optionally wait for CI, optionally address review comments automatically, and merge with explicit safety gates. Use when a solo developer repeatedly asks to publish committed work, register a ready PR, handle PR feedback, and complete merge.
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Set up and manage a UI redesign experiment with three git worktree branches for modern minimal, bold creative, and classic refined design directions. Use when asked to run a UI redesign experiment, compare design approaches, or prototype multiple visual directions in parallel branches.
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Audit and safely clean local project repositories or workspaces with excessive generated files, old project residue, dirty Git status, stale worktrees, build caches, duplicate nested projects, confusing roots, or agent context/token waste. Use when the user asks to organize a repo, remove useless files, classify valid project files, clean untracked/deleted files, reduce disk usage, migrate from an old repo layout to a canonical project, or prepare a repository for future Codex/agent work.
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