DeepSeek
Token Audit Guide: Track What AI Actually Costs You
How to audit your AI API spending across Claude, OpenAI, and DeepSeek. Find hidden token drains, understand the real pricing, and build a logging script that tracks every dollar.
DeepSeek Models Guide: R1, V3, and Coder on Your Own Hardware
Complete guide to running DeepSeek models locally. Which distilled R1 to pick for your GPU, realistic VRAM requirements, benchmarks vs Qwen3 and Llama, and how to deal with thinking tokens.
Best Local LLMs for Math & Reasoning: What Actually Works
Honest guide to the best local models for math, logic, and reasoning tasks. Benchmarks, VRAM requirements, and setup for DeepSeek R1 distills, Qwen 3 thinking mode, Phi-4-reasoning, and more.