Weile Luo
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 Blog

2026

Breaking GPU Hardware Limits: Micro-benchmark Methodology, PTX Assembly, and Hopper Architecture 04-27
CUDA Performance Profiling Cornerstone: Toolchains, Warp Scheduling, and Nsight Compute 04-26
Math Agents: Mathematical Reasoning and Formal Proofs in LLMs 04-08
Tool Agents: Empowering LLMs to Use Tools and Explore Environments 04-08
Coding Agents: Evaluation, Frameworks, and Code LLMs 04-08
When LLMs Learn Memory, Reasoning, and Planning: The Three Core Capabilities of Language Agents 03-12
LLM Reasoning: Prompting, Multi-Path Search, and Iterative Self-Improvement 03-08
RLHF and Test-Time Compute: Reinforcement Learning and Inference-Time Optimization for LLMs 03-08
LLM Basics: Pretraining, Prompting, Fine-tuning and Reinforcement Learning 03-08

2025

The Evolution of Attention: From MHA to MLA and KV Cache Optimization 12-30
Computational and Communication Modeling of LLM Serving System 11-18

2021

Docker Containers and Images 12-22


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