MAGMA-GEN
Turning ambiguous failures in long-horizon robot tasks into validated recovery supervision through counterfactual re-execution.
MAGMA-GEN started from a practical problem I kept encountering in long-horizon robotics: when an agent fails, the final error rarely tells us which earlier decision actually caused it. Yet failed rollouts often contain useful information.