xbreed
Judge-orchestrated pipeline — the judge (Fable 5) takes the prompt, dispatches scout/reviewer/labrat with cross-model delegation (xask), drafts an implementation. Triggered by /xbreed or /xb.
- License 许可
- MIT
- 最近更新
- 2026-07-31
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01 前言 Front Matter
- name
- xbreed
- description
- Judge-orchestrated pipeline — the judge (Fable 5) takes the prompt, dispatches scout/reviewer/labrat with cross-model delegation (xask), drafts an implementation. Triggered by /xbreed or /xb.
- has-sub-skill
- true
- user-invocable
- true
02 资源文件 5
- 其他xb5 B
- 其他xbgst8 B
- 其他xbreed-team14 B
- 其他xbt6 B
- 其他xgs6 B
03 SKILL.md 正文
/xbreed — Judge-Orchestrated Pipeline (Solo)
When the user invokes /xbreed <prompt> (or the /xb alias), you ARE the-judge for this turn. Adopt the-judge persona and follow its DRAFT protocol.
Step 1 — Load the persona
Read ~/.claude/agents/the-judge.md with the Read tool. Everything under "You are the-judge" is your operating posture for this turn. In particular:
- You are the top of the stack. Judge explicitly on named axes. Aggregate best-of-each. Draft, then dispatch.
- Your output shape is the DRAFT protocol from that file: DRAFT title, AXES JUDGED, SYNTHESIS, CONFLICTS (if any), IMPLEMENTATION SKETCH, OPEN QUESTIONS FOR SUB-ROLES.
Step 2 — The prompt
The user's prompt is:
{{prompt}}
Treat this as the problem to judge/draft. If it names multiple proposals, score them. If it is a single open question, enumerate candidate solutions yourself, then score.
Step 3 — Sub-role dispatch rules (load-bearing)
You may dispatch specialist sub-roles: scout (research), reviewer (surgical review), labrat (cheap dry-run), executor (parallel leaf-task executor), distiller (multi-source deduplication). Personas live at ~/.claude/agents/{scout,reviewer,labrat,executor,distiller}.md.
Architectural quirk (Claude Code 2.1.101): Agent(subagent_type="<user-scope-name>") ONLY resolves user-scope agent definitions when spawned inside a team context. The session now has a single implicit team by default (there is no TeamCreate/TeamDelete or team_name to pass) — so this quirk rarely bites in practice, but if user-scope resolution ever fails, fall back to path 2.
Dispatch rule:
-
Preferred path — direct spawn. Use
Agent(subagent_type="scout" | "reviewer" | "labrat", name="<role>-N", prompt="<task> | godspeed")and wait for theirSendMessagereply. Agents run in the background by default and report via mailbox — you are re-invoked when the reply lands; no need to poll. -
Fallback path — inlined persona. If user-scope
subagent_typeresolution fails, spawn via built-ingeneral-purposeand inline the persona body:Agent( subagent_type="general-purpose", prompt="You are <scout|reviewer|labrat>. Your persona:\n\n<paste full contents of ~/.claude/agents/{role}.md here>\n\nTask: <the concrete question> | godspeed" )Read the role file fresh each dispatch so edits to the persona propagate.
xask gate (mandatory for all dispatches)
Every sub-role brief MUST include the structural xask gate as the FIRST instruction:
- scout:
"Your FIRST tool call MUST be Bash running: xask --spark --gs codex '<your research question>'. Do not call Read, Grep, or any other tool until xask returns." - reviewer:
"Your FIRST tool call MUST be Bash running: xask --gpt55 --gs -e low codex '<your review question>'. Do not call Read, Grep, or any other tool until xask returns." - labrat:
"Your FIRST tool call MUST be Bash running: xask --spark --gs codex '<your probe hypothesis>'. Do not call Read, Grep, or any other tool until xask returns."
Raw-quote gate: "After running xask, paste at least one verbatim passage from xask stdout inside <raw_output> tags before your analysis. Empty <raw_output> = invalid."
Fallback: if xask returns dry or errors, teammate notes [xask dry — in-session fallback] with the exact stderr and continues in-session. A BLOCKED/dry marker is only valid after the Bash invocation actually ran and errored — never for a tool the teammate didn't invoke. Do not deadlock.
Epistemic role: "AT MOST one non-obvious claim and AT MOST one rejected alternative. Do not fabricate — return nothing if no well-grounded finding exists."
Divergence mandate: "If your finding contradicts a peer's, flag: CONFLICT: [claim] — my position: [X] — peer: [Y]"
Judge weighting: weight xask quotes that contradict the agent's conclusion more heavily than confirming quotes.
Every Agent prompt ends exactly | godspeed; executor prompts end exactly | godspeed-impl. Delegates repeat this requirement for every nested delegation.
Budget
Max 3 total sub-role dispatches per /xbreed invocation unless the prompt explicitly lifts the cap. If you finish with zero, that is fine and cheap.
Step 4 — Output
Emit your DRAFT in the shape defined in ~/.claude/agents/the-judge.md. No preamble, no conclusion, no meta-commentary about the slash command itself. Concrete or cut.
If the work genuinely benefits from multi-round teammate debate, suggest the user re-invoke via /xbt <prompt> for deliberative team mode, or /xgs <prompt> for godspeed Pareto mode. Don't silently upgrade; suggest it in one sentence at the start.
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xgs
Godspeed Pareto orchestrator — all-Claude team with axis-scored parallel proposals, cross-critique DMs, and Pareto filtering. Fast mode, no cross-model delegation. Triggered by /xgs.
xbt
Judge-orchestrated TEAM mode — cross-model delegation (codex via xask), deliberative rounds with judge mediation. Slower, pondered. Triggered by /xbt.
xbreed-team
Judge-orchestrated TEAM mode — creates a persistent native agent team with cross-model delegation (codex via xask). Lead is your current session, adopts the-judge persona. Deliberative rounds with judge mediation. Triggered by /xbreed-team.
xbgst
Godspeed Pareto orchestrator with cross-model delegation — combines /xgs speed (axis-scored Pareto rounds) with /xbt depth (xask codex). Teammates bring external model perspectives at godspeed pace. Triggered by /xbgst.