Our recent preprints advance how agents learn, reason, and collaborate: ProAS and TPPO improve credit assignment for multi-turn agents and language-model reasoning, while Triage-PiEvo and COEVOLVE study evidence verification and sharing for scientific discovery. MS-Eval benchmarks sub-agent delegation and orchestration in MCP-intensive workflows.