An 8B Agent That Thinks Without Writing Tokens Beats GPT-5.6 Luna on GAIA. Not on HLE

HybridAgent reasons partly in hidden states, then acts in text. Open weights, MIT. The wins are real, so are losses, and your traces can't read its thoughts.