VLA-Handbook

Adversarial research analysis framework that uses structured Bull/Bear/Arbiter debates to help users make better research judgments. Maintains a belief graph as backend engine, applies statistical calibration discipline, tracks phase transitions, and detects biases. MANDATORY TRIGGERS: Use this skill whenever the user asks to analyze a research paper, evaluate a research direction, make a strategic research decision, assess technology trends, review academic papers, or asks "what should I work on / invest in / bet on" in a research context. Also trigger when the user mentions "paper review", "research direction", "trend analysis", "technology forecast", "belief update", or wants structured pro/con analysis of any technical topic. Even casual requests like "what do you think about this paper" or "is X going to be important" should trigger this skill.