Skip to main content
keli-wen
GitHub creator profile

keli-wen

Repository-level view of 41 collected skills across 5 GitHub repositories.

skills collected
41
repositories
5
updated
Aug 19, 2026
repository explorer

Repositories and representative skills

long-horizon
unclassified

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…

Aug 18, 2026
long-horizon
unclassified

用一次长程自主运行执行一个定稿的目标——数小时的 agent 工作推完整个验收台账,人只出现在两道闸:运行前的 spec、运行后的 review。适用于 /long-horizon、「长程执行这个任务」「跑一个长程目标」,或在已有 `.long-horizon/` 工作区的仓库中恢复工作时。入口交互式反复迭代;运行由 fan-out 驱动、副作用被授权信封约束;进展只认证据;实时 report.html 以 DAG 呈现台账。

Aug 18, 2026
fan-out
unclassified

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…

Aug 18, 2026
fan-out
unclassified

把当前任务派发给多个 subagent——但先检查这次拆分到底值不值。适用于 /fan-out,触发语:「用多智能体做」「派发出去」「拆给多个 agent 并行」,或任务能拆成真正独立的子任务时。按上下文耦合度拆解,spawn prompt 用 handoff 的纪律写成任务契约。

Aug 18, 2026
readout
unclassified

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…

Aug 18, 2026
readout
unclassified

写出别人一遍就能读懂的回复和工作汇报:一句话只说一件事,动作放在动词里,不确定性绑在它所属的那条结论上。当用户说 /readout、「你的汇报太难读了」「说人话」「别写得像 AI」,或者需要修正某次运行的汇报风格时使用。下面的正文独立成篇:整段贴进 AGENTS.md 或 CLAUDE.md,就能每轮生效,不必调用。

Aug 18, 2026
just-ask
software-developers

One-shot answer-only turn — the user is asking a question, not assigning work. Invoked as /just-ask with the question attached (e.g. "/just-ask why does this test flake"). For that turn only, investigate read-only and reply with an analyzed answer; do not…

Aug 14, 2026
just-ask
software-developers

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。

Aug 14, 2026
Showing 8 of 18 collected skills.
handoff
computer-occupations-all-other

Generate a minimal-sufficient handoff when another agent or session will take ownership of a task or continue unfinished work. Use for /handoff, "把任务交给下一个 agent", "生成 handoff", "让另一个 session 继续", session transfer, task ownership transfer, or restarting in a…

Jul 18, 2026
multi-agent-driven
computer-occupations-all-other

Dispatch the current task to multiple subagents — after checking that fan-out is actually justified. Use when the user says "multi-agent this", "fan out", "用多智能体做", "派发出去", or when a task decomposes into genuinely independent subtasks. Decomposes along…

Jul 18, 2026
handoff
computer-occupations-all-other

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。

Jul 18, 2026
multi-agent-driven
computer-occupations-all-other

把当前任务派发给多个 subagent——但先检查这次拆分到底值不值。触发语:「multi-agent this」「fan out」「用多智能体做」「派发出去」,或任务能拆成真正独立的子任务时。按上下文耦合度拆解,spawn prompt 用 handoff 的纪律写成任务契约。

Jul 18, 2026
ctx-research
software-developers

Deep research grounded in the project's durable context system. Use for "ctx research", "基于 context 调研 X", "结合我们的 contexts 做深度研究". Reads existing contexts first, sharpens the question to the real knowledge gap, fans out multi-agent research, verifies key…

Jul 18, 2026
to-ctx
software-developers

Turn the current conversation's conclusions into a well-formed context document filed in the project's context system. Use for /to-ctx, "写进 contexts", "落个 context", "把这个结论归档", "file this into contexts". Finds the placement rules (e.g. CONTEXT_MAP.md), writes…

Jul 18, 2026
ctx-research
software-developers

基于项目持久 context 体系的深度调研。触发语:「ctx research」「基于 context 调研 X」「结合我们的 contexts 做深度研究」。先读已有 contexts,把问题磨到真正的知识缺口上,再多智能体展开调研,关键论断做对抗验证,结论写回去。

Jul 18, 2026
lowband
software-developers

低带宽协作模式:用户注意力或脑力耗尽时的响应协议。当用户调用 /lowband 或 $lowband,或说「低带宽」「省脑」「脑子不够用了」「太累了,简短点」时启用;每轮持续生效,直到用户说「恢复正常」或带 off 参数再次调用。工作能力不降级,只压缩呈现、过滤决策。

Jul 18, 2026
Showing 8 of 9 collected skills.
ask
unclassified

Ask Google's Antigravity CLI (agy staffer, fast Gemini) a cheap one-shot question - the fast zero-tool mode and the post-install smoke test. Use when the user says /agy:ask, "ask agy", "quick second opinion from agy", or right after installing to verify the…

Aug 19, 2026
implementer
unclassified

Delegate a coding task to Google's Antigravity CLI (agy staffer, fast Gemini), which edits the working tree directly for later human review. Use when the user says /agy:implementer, "have agy fix/build X", or wants to hand a well-scoped coding task to the agy…

Aug 19, 2026
jobs
unclassified

Manage agy staffer background jobs - collect results, check status, cancel, follow-up conversation, and setup. Use when an agy job needs collecting, when the user asks "is the agy job done", "show agy's result", "cancel the agy job", "continue the agy…

Aug 19, 2026
researcher
unclassified

Delegate a deep research or survey task to Google's Antigravity CLI (agy staffer, fast Gemini). Use when the user says /agy:researcher, "ask agy to research", "have the agy staffer survey X", or wants a second, independent deep-dive on a topic or codebase…

Aug 19, 2026
reviewer
unclassified

Get a second-opinion review from Google's Antigravity CLI (agy staffer, fast Gemini) - of code (a diff, PR, working tree) or of a decision, plan, or design. Use when the user says /agy:reviewer, "have agy review this", "second opinion on my diff/PR/plan", or…

Aug 19, 2026
staffer
unclassified

Delegate a general-purpose task to Google's Antigravity CLI (agy staffer, fast Gemini) with a minimal, unopinionated prompt. Use when the user says /agy:staffer, "have agy do/handle X", "have agy generate an image", or the task fits none of the specialist…

Aug 19, 2026
strop-auto
software-developers

Closed-loop orchestrator — from a one-line brief straight through init → gold → freeze → check-loop → smoke-train → short train → report, in one command, at minimum cost. Infers everything inferable and compresses any remaining blocking questions into ONE…

Jul 6, 2026
strop-check-loop
software-quality-assurance-analysts-and-testers

Loop-engineering audit of one Strop task — is the training loop CLOSED (task↔harness contract, frozen gold, signed rubric, env, forward liveness, smoke-ability)? Read-only; verdict table + LOOP-READY / NOT READY. Use when the user types /strop-check-loop or…

Jul 6, 2026
strop-eval
software-quality-assurance-analysts-and-testers

Score one or more prediction files ("arms") against a Strop task's frozen gold with the fixed judge → a J-Score comparison table (the standalone eval / transfer entry, outside the training loop). Use when the user types /strop-eval or asks to "对比 J-Score /…

Jul 6, 2026
strop-gold
software-developers

Launch the gold-generation pipeline for a Strop task (N independent strong-reference labeling passes + per-ticker reconcile → DRAFT gold + human review doc) as a background Workflow. Default (`sign=human`, or no flag) ALWAYS STOPS before freeze for human…

Jul 6, 2026
strop-init
software-developers

Bootstrap a NEW Strop task from a short brief. Infers everything inferable first (the brief text, any data samples already under tasks/<name>/data/, whether ./.env is configured, the shipped news-labeling task as a structural precedent) — a complete brief…

Jul 6, 2026
strop-train
software-developers

Launch one full Strop training run (forward → judge → optimize → dev-validate, N rounds → experiment report) as a background Workflow. Use when the user types /strop-train or asks to "train the skill/instruction", "跑一轮训练", "start the strop loop", "smoke train…

Jul 6, 2026
Showing 5 of 5 repositories
All repositories loaded