Research17h ago
BOHM Simplifies Attribution For Compound AI Systems
The BOHM framework extracts attribution trees directly from existing routing weights. It replaces computationally expensive Shapley-based methods that often fail when using opaque third-party APIs or agentic orchestrators. This approach enables zero-cost credit assignment for specialized components. Developers can now pinpoint exactly which sub-module drove a specific output without running thousands of permutations.