Hanzo AI

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Active Semantic Optimization (ASO)

Training-Free GRPO for Single-Agent Adaptation

Hanzo AI Research

ASOGRPOCode GenerationCost Reduction

Abstract

Training-free adaptation via Bayesian product-of-experts (PoE) decoding with token/embedding-level experiential priors. Foundation for Zoo's DSO multi-agent coordination. Achieves 99.8% cost reduction ($18 vs $10,000+).

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