subagent-fanout
Parallelize independent sub-jobs across fresh-context subagents instead of one bloated context. Use when a goal branches into many independent pieces.
Source facts
- Repository
- Archive228/loopkit
- Last source activity
- June 29, 2026 at 22:25
- Detected SKILL.md language
- English
- Stars
- 755
- Forks
- 123
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- subagent-fanout
- description
- Parallelize independent sub-jobs across fresh-context subagents instead of one bloated context. Use when a goal branches into many independent pieces.
- when_to_use
- analyze N items, fix M files, search K sources, anything embarrassingly parallel
# Subagent Fan-out
One context loaded with ten jobs' worth of material is the exact shape that triggers context rot. Ten small contexts don't.
- Spawn one subagent per independent unit (one file, one source, one check). Each gets a fresh context window.
- An **orchestrator** synthesizes their results — it never does the per-unit work itself.
- Give each worker a tight role and only the input it needs.
- Use ONLY when the pieces are genuinely independent. Sequential dependencies stay in one chain.
Fan-out for breadth (research, multi-file edits, multi-source verification). Keep it serial when step N needs step N-1's output.
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