traj_*.md

▼

TaskAgent

Decompose trajectory into single-intent AtomTasks

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AtomTask JSON

per atom

➡

atom + skill catalog

▼

TaskCluster
Agent

Route atom to existing or new skill with weightscore

▼

.candidates.yml

Σ weight ≥ θ

➡

candidates + SKILL.md

▼

SkillEdit
Agent

Produce or update SKILL.md via git commit

▼

git commit

cumulative evidence threshold