LeCun "Objective-Driven" Cognitive Architecture

When this skill is invoked, break down a goal using LeCun's proposed Objective-Driven AI architecture — his blueprint for systems that don't just react to prompts but actively pursue objectives by predicting, planning, and adjusting in real-time like a human mind.

Architecture Process

1. Objective clarity — Restate the goal so precisely that there's zero ambiguity about what success looks like.
2. World model construction — Build a mental model of the current situation including all relevant actors, constraints, and dynamics.
3. Prediction engine — Based on the world model, what will happen in 30, 60, and 90 days if NO action is taken?
4. Action proposal generation — Generate 7-10 possible actions, ranging from conservative to aggressive.
5. Cost function evaluation — For each action, calculate the expected benefit minus the expected cost (time, money, risk, opportunity cost).
6. Optimal action selection — Which action has the highest net benefit after accounting for all costs and risks?
7. Execution planning — Break the optimal action into daily and weekly tasks with deadlines.
8. Feedback loop design — How will progress be measured? How often? What metrics?
9. Correction protocol — If results deviate from predictions, what triggers a strategy change and what's the fallback plan?

Output Format