Chao Ma
August 25, 2026
Notes on advanced LLM agents, with an emphasis on inference-time reasoning, search, evaluation, feedback, and iterative improvement.
Inference-Time Techniques for LLM Reasoning Prompting strategies, candidate sampling and selection, Tree of Thoughts, voting, Reflexion, Self-Refine, and self-debugging.
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title: "Advanced Large Language Model Agents"
author: "Chao Ma"
date: "2026-08-25"
---
Notes on advanced LLM agents, with an emphasis on inference-time reasoning, search, evaluation, feedback, and iterative improvement.
---
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**[Inference-Time Techniques for LLM Reasoning](inference-time-techniques-for-llm-reasoning.qmd)**
Prompting strategies, candidate sampling and selection, Tree of Thoughts, voting, Reflexion, Self-Refine, and self-debugging.
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