agentsclimarketplace

Ai subagent scope narrowing

Skill kjuhwa/skills-hub/skills/ai/ai-subagent-scope-narrowing

Self-correcting knowledge corpus for Claude Code — 9 stable shape clusters, bias-correction pipeline baked into contribution flow. 47 papers, 45 techniques, 1.1k skills.

Install
npx -y skills add kjuhwa/skills-hub --skill ai-subagent-scope-narrowing

Assembled from the repository path, not quoted from the project. Check it against their README if it does not work.

One thing to look at

  • 0 stars0 stars. Stars are a popularity signal and not a quality one, but at this level it is likely that nobody has read this closely except its author, and you would be relying on your own review.

What its author says it does

Copied from the file, not written here

Orchestrator-first pattern for multi-agent AI coding — humans triage and curate context per task, subagents execute in isolated worktrees with narrowly-scoped briefs. Trades parallel throughput for reduced hallucination.

What ships with it: 1 file

3.3 KB alongside SKILL.md

Keep looking

Skills are one crate of 328,083. Ordering is by how many stacks a row turns up in, so the top of any crate is what has actually been picked rather than what has the most stars.