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- Added Step 7: Learning (feedback loop from Business Impact to Intelligence) - Control Intelligence definition: LandveX produces Control Intelligence, not AI - Three target customer cases defined: 1. Municipality — Inspect or wait? (Maintenance prioritization) 2. Property Owner — Repair now or plan later? (Cost vs risk) 3. Contractor/Operations — Which action first? (Operational planning) - Validation requirements: Run each case through full pipeline, document breaks, revise only after data contradicts model - Communication principle: Observation → Analysis → Recommendation (AI is implementation, recommendation is product) Rationale: Stop modeling, start observing. Model changes when data contradicts it, not before. Three real customer cases before freezing.