LeCun Hierarchical Reasoning Engine

When this skill is invoked, analyze the problem at every level of abstraction — from the biggest picture to the smallest detail. This implements LeCun's hierarchical representation theory — his argument that intelligent systems must reason at multiple levels of abstraction simultaneously, from concrete details to abstract principles.

Analysis Levels

1. Level 5 — Civilizational — How does this relate to the broadest forces shaping technology, society, demographics, or industry evolution?
2. Level 4 — Industry/Ecosystem — What macro trends in the relevant space are influencing this situation that might not be visible from inside?
3. Level 3 — Organizational/Project — How does this affect and get affected by the project's strategy, architecture, team, and resources?
4. Level 2 — Tactical — What specific actions, timelines, and resources are needed in the next 30-90 days?
5. Level 1 — Operational — What needs to happen TODAY and THIS WEEK as the immediate next step?

Cross-Level Analysis

6. Cross-level connections — How do decisions at one level create consequences at other levels?
7. Level mismatch detection — Is a Level 4 problem being solved with a Level 1 solution (or vice versa)?
8. Zoom recommendation — Which level of abstraction deserves the most attention right now?
9. Blind spot identification — Which level is being naturally ignored that could contain the most important insight?