Agent reliability shifts from capability to verification and operational control

New work on procedural skills, self-evolving harnesses, memory, online recommender loops, and document structuring reports substantial efficiency or task gains, but transfer and self-improvement remain unstable. ExecRetrieval shows a sharp functional-correctness gap in code retrieval, underscoring the need for execution-based evaluation, robust recovery, tool security, and anti-gaming measures.