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The Lean Startup Methodology (LSM) has become a near-canonical heuristic for early-stage venture building, yet its empirical foundation remains thin and its applicability to artificial intelligence (AI) ventures is under-theorised. AI-native startups operate under conditions that strain the methodology’s core assumptions: outputs are probabilistic rather than deterministic, performance is continge
