The Value of Human Expertise

Deploying DeepSeek R1 Reasoning LLM Using SGLang

DeepSeek R1 is a first-generation reasoning model tuned for math, coding, and logical reasoning — reinforcement learning with a cold-start phase for readability and coherence, minimizing repetition…

• DeepSeek R1 specializes in math, coding, and logical inference
• Deploy using SGLang on AMD Instinct MI300X GPU server
• Test by sending HTTP request to server's local IP and port

2026-08-26 ·dev.to

How Much Rank Does LoRA Need? Rank-Error Bounds for Transformer Attention

Choosing the rank of a low-rank adaptation (LoRA) update is usually an empirical task. In this paper, we provide a task-dependent theory of the approximation error achievable at each LoRA rank for…

2026-08-26 ·arxiv.org

$R^3$: Training Robots to Reason in Natural Language via Reinforcement Learning

Reasoning in language allows foundation models to spend more test-time compute on hard problems, such as those requiring decomposition, constraint tracking, and prediction of future consequences.

2026-08-26 ·arxiv.org