LLM

A comprehensive survey of agent-memory benchmarks: from LoCoMo and LongMemEval to PersonaMem, covering evaluation methodology, metrics, and data synthesis pipelines across conversational memory, user profiling, and multimodal memory.

A practical analysis of LLM overthinking and thinking budget control solutions, comparing reasoning length and compute budget configurations across mainstream model APIs.