Our 3 a.m. batch job was running at Beijing's afternoon peak rate

A deep dive into the paradigm shift from pre-training scaling laws to test-time compute. We deconstruct the mathematical derivation of DeepSeek-R1's Group Relative Policy Optimization (GRPO), critic-free architecture advantages, emergent s…

The best local LLM for coding by VRAM bracket: Qwen3 Coder vs DeepSeek at 8, 12, 16 and 24 GB, the right quant per card, plus a runnable Ollama setup.

I added a WebMCP benchmark to DeepDeck, my MIT-licensed macOS desktop project built on DeepSeek...

I packaged DeepSeek Harness (dsh) into a double-clickable macOS installer for Apple Silicon. It worked on my machine — then died instantly on a clean Mac. Here's the otool -L investigation that found 24 absolute library paths baked into th…

A week ago I published a fairly absurd number: 612.9 million tokens for $28.35. That was DeepSeek...

A deep mathematical and PyTorch breakdown of Multi-Head Latent Attention (MLA), matrix absorption, and decoupled RoPE.

LLM Pricing Digest: DeepSeek Quietly Drops Two New Flash Models Weekly roundup from LLM...

In this article, I will explain how you can set DeepSeek as the default model for your Codex coding...

DeepSeek released its own agent harness this August. It crossed 66k stars in about a day (yes,...

I recently used DeepSeek v4 Pro to generate an embedded systems course for app, game, or web...