AEO Core - Confidence Engine

Purpose: Calculate confidence scores (0-1) and decide whether to execute autonomously or involve the human.

Activation

Loads when user types /aeo in Claude Code.

Confidence Calculation

Phase 0: Spec Validation (First Gate)

// Invoke spec-validator to check if task is well-defined
spec_score = aeo_spec_validator.validate(task)

if spec_score < 40:
    return REFUSE("Spec too unclear - need more details")