keli-wen

fan-out

Dispatch the current task to multiple subagents — after checking that fan-out is actually justified. Use for /fan-out, when the user says "multi-agent this" or "fan out", or when a task decomposes into genuinely independent subtasks. Decomposes along context coupling, uses handoff discipline for spawn contracts.

long-horizon

Execute a spec'd goal in one long autonomous run — hours of agent work pushing a whole acceptance ledger, with humans only at the two gates, spec before and review after. Use for /long-horizon, "make this a long-horizon goal", "run this across sessions", or when resuming work in a repo that already has a `.long-horizon/` workspace. Admission is interactive and iterative; the run is fan-out-driven and side-effect-bounded by an authorization envelope; progress is evidence-gated; a live report.html shows the ledger as a DAG.

lowband

Low-bandwidth collaboration mode — response protocol for when the user's attention or mental capacity is depleted. Activate on /lowband or $lowband, or when the user says "too tired, keep it short", "brain is fried", "low bandwidth". Stays active every turn until the user says "back to normal" (or the equivalent in their language) or invokes with off. Work capability is not degraded; only presentation is compressed and decisions are filtered.

readout

Write replies and work reports a person can take in on one read — one claim per sentence, action in the verb, uncertainty attached to the claim it belongs to. Use for /readout, "make your reports readable", "your output is hard to read", "stop writing like an AI", or when a run's reporting style needs fixing. The body below is standalone prose — paste it into AGENTS.md or CLAUDE.md to apply it every turn instead of on invocation.

ctx-grill

用一场带上下文的追问把方案、决策或想法拷问到位。适用于 /ctx-grill、「拷问这个方案」「帮我把方案过一遍问题」「压测一下我的思路」，或用户希望在动手前压测自己思路的场景。先读持久 contexts（已回答的绝不再问），按「答案会不会改变方向」逐个提问并附推荐答案，边际收益递减即停，敲定的决策写回归档。仅限交互场景——CI、循环等无人值守运行中绝不可调用。

handoff

当另一个 agent 或 session 要接管任务或继续未完成工作时，生成最小充分交接。触发语：/handoff、「把任务交给下一个 agent」「生成 handoff」「让另一个 session 继续」、session 转移、任务所有权转移，或当前上下文退化时重开一个干净 session（交接给未来的自己）。持久 artifact 用引用不用复制，输出前抹掉 secrets。

just-ask

一次性「只回答」回合——用户是在问问题，不是在派活。用 /just-ask 加问题调用（如「/just-ask 这个测试为什么会偶发失败」）。仅该回合内：只读调查、给出经过分析的回答；不改文件、不跑会改状态的命令、不写计划、不动手修。下一条消息恢复正常。以显式调用为主；用户说「只问一下，别动手」「你就解释，不用修」时同样适用。

ctx-research

Deep research grounded in the project's durable context system. Use for /ctx-research, "ctx research", "research X starting from our contexts". Reads existing contexts first, sharpens the question to the real knowledge gap, fans out multi-agent research, verifies key claims, and files results back.

Data & Documents Listed

to-ctx

Turn the current conversation's conclusions into a well-formed context document filed in the project's context system. Use for /to-ctx, "file this into contexts", "turn this conclusion into a context doc". Finds the placement rules (e.g. CONTEXT_MAP.md), writes in the project's house style, and reports the path.