LLM on LZY Blog https://niraya666.github.io/en/tags/llm/ Recent content in LLM on LZY Blog LZY Blog https://niraya666.github.io/img/基于大语言模型的%20Agent：科普向-assets/cover.webp https://niraya666.github.io/img/基于大语言模型的%20Agent：科普向-assets/cover.webp Hugo -- gohugo.io en-us Thu, 09 Jul 2026 19:03:00 +0800 Beyond SOTA: What Agent-Memory Benchmarks Actually Measure — and What They Miss https://niraya666.github.io/en/posts/agent-memory-benchmark-summary/ Thu, 09 Jul 2026 19:03:00 +0800 https://niraya666.github.io/en/posts/agent-memory-benchmark-summary/ 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. Stop Overthinking: A Practical Guide to LLM Thinking Budget Control https://niraya666.github.io/en/posts/understanding-llm-thinking-budget-control/ Tue, 05 Aug 2025 20:12:00 +0800 https://niraya666.github.io/en/posts/understanding-llm-thinking-budget-control/ A practical analysis of LLM overthinking and thinking budget control solutions, comparing reasoning length and compute budget configurations across mainstream model APIs.