/fan-out
Parallel agent orchestration for OST exploration. Fan-out multiple solution explorations, fan-in results to compare and select winners.
Claude Code
$ npx -y skills add haabe/mycelium --skill fan-out --agent claude-code
Codex
$ npx skills add haabe/mycelium --skill fan-out -a codex -y
Cursor
$ npx skills add haabe/mycelium --skill fan-out -a cursor -y
Gemini CLI
$ npx skills add haabe/mycelium --skill fan-out -a gemini-cli -y
GitHub Copilot
$ npx skills add haabe/mycelium --skill fan-out -a github-copilot -y
OpenCode
$ npx skills add haabe/mycelium --skill fan-out -a opencode -y
Windsurf
$ npx skills add haabe/mycelium --skill fan-out -a windsurf -y
SKILL.md
fan-out.SKILL.mdname: fan-out
description: "Parallel agent orchestration for OST exploration. Fan-out multiple solution explorations, fan-in results to compare and select winners."
metadata:
instruction_budget: "22"
framework_dependency: "mycelium"
framework_dependency_note: "This skill is designed to run within the Mycelium framework (https://github.com/haabe/mycelium). Standalone use will skip the canvas state, theory gates, and harness behavior the skill assumes. Install: /plugin install mycelium@haabe-mycelium."
Fan-Out / Fan-In Orchestration
When to Use
- OST has 2+ solutions for the same opportunity that need parallel exploration
- Independent delivery work items that can be parallelized
- Multiple research streams needed simultaneously
Workflow
1. Prepare (Lead Agent)
- Read .claude/canvas/opportunities.yml
- Identify solutions needing parallel work
- For each: identify riskiest assumption, design test, and write its `runs_on` (disk | network | human, as in `/mycelium:assumption-test`)
- Register each `human` test (survey, fake door, interviews, paid pilot) through `/mycelium:handoff`. No subagent runs it: a subagent can only simulate what people would do, and a simulated verdict is not a test result (v0.330.0)
2. Fan-Out (Spawn Workers, disk and network tests only)
For each solution with a disk or network test:
- Spawn subagent or Agent Team member
- Provide: clear task, read-only canvas context, worktree isolation, and a turn cap where the runtime has one (`maxTurns` in an agent definition). A time bound in the brief is advice: Claude Code has no time limit for a subagent
- Each worker runs independently and reports its evidence with its source, not only a verdict
3. Fan-In (Collect Results)
- Collect all worker results, and the `human` tests' verdicts once logged through `/mycelium:log-evidence`
- Update ICE scores in canvas
- Run `/mycelium:bias-check` on combined findings
- Select winner(s) based on evidence
- Log decision in .claude/harness/decision-log.md
Leaf Bakeoff Mode
When comparing competing OST leaves for the same opportunity (two or more leaves that each have an untested riskiest assumption; no ICE gap is consulted):
- Each worker returns a structured **scorecard** (Four Risks + ICE from the leaf's record, the result of its disk or network test, segment fit); a leaf whose test is `human` gets its scorecard from the lead once the verdict is logged
- Lead agent applies **winner selection rules**, which read the assumption-test verdicts: clear winner (one passes, the others fail), several pass in the same segment (tiebreaker), several pass in different segments (segment split, both advance), both fail (archive and re-evaluate). A leaf whose riskiest assumption failed is archived.
- The ICE total only orders which assumption is tested first. It never decides when to compare or which leaf wins (until 0.320.0 a "clear winner" was a leaf more than 20% ahead on ICE).
- Losers are archived to `.claude/canvas/archived-solutions.yml` with full evidence snapshot
See `${CLAUDE_PLUGIN_ROOT}/orchestration/leaf-bakeoff.md` for the complete bakeoff protocol.
Rules
- Workers NEVER write to canvas (lead agent does). On Claude Code the guard-state gate refuses a subagent's write to `.claude/canvas/` or `.claude/diamonds/` (v0.330.0); the other rules below are the lead's discipline and no hook checks them
- Workers NEVER progress diamonds
- Workers NEVER run a `human` test
- Lead agent ALWAYS runs bias check on combined results
- Minimum 2 workers for meaningful comparison
- Maximum 3 leaves per bakeoff (respects L3 WIP ceiling)
- Inside an L3 (v0.301.0), the leaves are its set under the L2's target, and a clear winner is the candidate for its `front_runner`; recording it is the human's choice
See `${CLAUDE_PLUGIN_ROOT}/orchestration/agent-teams.md` for full orchestration patterns.
Read more
name: fan-out description: "Parallel agent orchestration for OST exploration. Fan-out multiple solution explorations, fan-in results to compare and select winners." metadata: instruction_budget: "22" framework_dependency: "mycelium" framework_dependency_note: "This skill is designed to run within the Mycelium framework (https://github.com/haabe/mycelium). Standalone use will skip the canvas state, theory gates, and harness behavior the skill assumes. Install: /plugin install mycelium@haabe-mycelium."
Fan-Out / Fan-In Orchestration
When to Use
- OST has 2+ solutions for the same opportunity that need parallel exploration
- Independent delivery work items that can be parallelized
- Multiple research streams needed simultaneously
Workflow
1. Prepare (Lead Agent)
- Read .claude/canvas/opportunities.yml
- Identify solutions needing parallel work
- For each: identify riskiest assumption, design test, and write its `runs_on` (disk | network | human, as in `/mycelium:assumption-test`)
- Register each `human` test (survey, fake door, interviews, paid pilot) through `/mycelium:handoff`. No subagent runs it: a subagent can only simulate what people would do, and a simulated verdict is not a test result (v0.330.0)
2. Fan-Out (Spawn Workers, disk and network tests only)
For each solution with a disk or network test:
- Spawn subagent or Agent Team member
- Provide: clear task, read-only canvas context, worktree isolation, and a turn cap where the runtime has one (`maxTurns` in an agent definition). A time bound in the brief is advice: Claude Code has no time limit for a subagent
- Each worker runs independently and reports its evidence with its source, not only a verdict
3. Fan-In (Collect Results)
- Collect all worker results, and the `human` tests' verdicts once logged through `/mycelium:log-evidence`
- Update ICE scores in canvas
- Run `/mycelium:bias-check` on combined findings
- Select winner(s) based on evidence
- Log decision in .claude/harness/decision-log.md
Leaf Bakeoff Mode
When comparing competing OST leaves for the same opportunity (two or more leaves that each have an untested riskiest assumption; no ICE gap is consulted):
- Each worker returns a structured **scorecard** (Four Risks + ICE from the leaf's record, the result of its disk or network test, segment fit); a leaf whose test is `human` gets its scorecard from the lead once the verdict is logged
- Lead agent applies **winner selection rules**, which read the assumption-test verdicts: clear winner (one passes, the others fail), several pass in the same segment (tiebreaker), several pass in different segments (segment split, both advance), both fail (archive and re-evaluate). A leaf whose riskiest assumption failed is archived.
- The ICE total only orders which assumption is tested first. It never decides when to compare or which leaf wins (until 0.320.0 a "clear winner" was a leaf more than 20% ahead on ICE).
- Losers are archived to `.claude/canvas/archived-solutions.yml` with full evidence snapshot
See `${CLAUDE_PLUGIN_ROOT}/orchestration/leaf-bakeoff.md` for the complete bakeoff protocol.
Rules
- Workers NEVER write to canvas (lead agent does). On Claude Code the guard-state gate refuses a subagent's write to `.claude/canvas/` or `.claude/diamonds/` (v0.330.0); the other rules below are the lead's discipline and no hook checks them
- Workers NEVER progress diamonds
- Workers NEVER run a `human` test
- Lead agent ALWAYS runs bias check on combined results
- Minimum 2 workers for meaningful comparison
- Maximum 3 leaves per bakeoff (respects L3 WIP ceiling)
- Inside an L3 (v0.301.0), the leaves are its set under the L2's target, and a clear winner is the candidate for its `front_runner`; recording it is the human's choice
See `${CLAUDE_PLUGIN_ROOT}/orchestration/agent-teams.md` for full orchestration patterns.
Mycelium won't make your idea good. It keeps you and your agent honest about whether it is, from first idea to market. Built on Claude Code, where the gates are structural. The files and skills port to opencode, Codex and Cursor. Outcome over output.
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Questions about fan-out.
- Which coding agents can use fan-out?
- fan-out installs in Claude Code, Codex, Cursor, Gemini CLI, GitHub Copilot, OpenCode and Windsurf with the skills CLI, using each agent's flag shown on this page. Flowy's auto-invocation, which fires a skill when your prompt matches, runs in Claude Code only.

