The system learns from SME expertise, estimates, pursuits, wins and losses, project conditions, builder execution, decisions, corrections, financial outcomes, safety and quality outcomes, and real-world results.
Each lesson must retain enough context to explain what was observed, who contributed it, what supported it, where it applies, who challenged it, what decision followed, and what happened afterward.
AI can help observe, organize, compare, and recommend. A plausible answer is not automatically trusted intelligence. Judgment becomes durable only when it remains connected to evidence, challenge, outcomes, and correction.