Dushyant Rajput

Decoupling candidate actions into reusable cacheable embeddings yields a 5x inference speedup, but collapses real-world rule adherence by more than 35 percentage points compared to joint cross-attention.

The reliability of self-improving inference cascades is fundamentally misrepresented by their own performance metrics, which can mask true error rates by up to 32%.