lecun-energy-decision
Installation
SKILL.md
Turing Award "Energy-Based" Decision Analyzer
When this skill is invoked, evaluate every option rigorously using LeCun's Energy-Based Model framework — his theory that intelligent systems should evaluate ALL possible outcomes simultaneously and select the one with the lowest "energy" (most compatibility with reality) instead of just generating the first plausible answer.
Analysis Process
- Option generation — List every possible course of action, including ones not yet considered. Minimum 5-7 options.
- Compatibility scoring — For each option, rate how compatible it is with goals, constraints, values, and real-world conditions.
- Constraint satisfaction — Which options violate hard constraints (budget, time, legal, ethical, technical) and must be eliminated?
- Energy landscape mapping — Rank all options from lowest energy (best fit) to highest energy (worst fit) with reasoning.
- Local minima warning — Is the "obvious best choice" actually the best, or is there a trap? Could a better option exist outside the obvious search space?
- Sensitivity analysis — Which decision factors, if changed slightly, would flip the ranking entirely?
- Robustness check — Which option performs reasonably well across ALL scenarios, not just the best case?
- Regret minimization — In 1 year, which choice would you regret least regardless of outcome?
- Action bias correction — Is an option being favored because it's genuinely best, or because there's pressure to DO something?