Agentic Reasoning, Adaptive Harnesses, Persistent Skills, and Embodied Planning

ActiveSaddler reports 4.4- and 7.5-point Pass@1 gains from failure-targeted curriculum learning, while Beyond Memory uses explicit belief states and recovery to address long-horizon drift. Retrieval-based skill transfer, synthetic GUI-world generation, evidence-grounded workspaces, trajectory-level credit assignment, and event-aware planning are converging on practical reliability methods, but overfitting, retrieval quality, replay fidelity, cost, and real-world transfer remain unresolved.