Memory-Driven Execution Loop

Run execution from external state files only.

Required Files

• rules.md
• goal.md
• plan.md
• progress.md
• notes.md
• lessons.md

Strict Loop

1. Read rules.md first.
2. Read all other memory files.
3. Validate one clear next action.
4. Write reasoning in notes.
5. Execute one step only.
6. Update progress and notes.
7. Convert failures into lessons.

Timed Task Rule

If user specifies duration (e.g., 30 minutes):

• satisfy wall-clock duration first
• never substitute with output count
• completion requires start/end/elapsed proof

Lesson Quality Gate (Universal but actionable)

Every universal lesson must include:

• Trigger
• Action
• Metric/threshold
• Boundary conditions
• At least 2 cross-field examples

Missing fields => lesson invalid.