#token generation speed

4 related articles

2026年6月7日·3 min

Hands-On Testing of DS4 Engine by Redis Creator: How Does DeepSeek V4 Perform Locally on a 128GB Mac?

Redis creator Antirez's DS4 inference engine tested: running DeepSeek V4 Flash locally on a 128GB Mac via asymmetric structure-aware quantization, with real-world coding benchmarks.

Ollama + Gemma 4 Local Codex Setup: Complete Guide to Zero-Cost AI Programming

Tutorials

2026年6月3日·3 min

Ollama + Gemma 4 Local Codex Setup: Complete Guide to Zero-Cost AI Programming

Learn how to run Codex locally with Ollama and Gemma 4 for zero-cost AI programming. Covers installation, model selection, and real demos as an alternative to $20-200/month paid plans.

llama.cpp MTP Acceleration Deployment Guide: Configuration Steps & Real-World Benchmarks

Tutorials

2026年6月2日·3 min

llama.cpp MTP Acceleration Deployment Guide: Configuration Steps & Real-World Benchmarks

Guide to enabling MTP multi-Token prediction acceleration in llama.cpp, covering CUDA setup, desktop configuration, model selection, and benchmarks showing ~60 Token/s with Qwen3 27B.

oMLX + MTP + Qwen3.6: Local AI Coding Speed Breaks New Records

Tutorials

2026年6月1日·3 min

oMLX + MTP + Qwen3.6: Local AI Coding Speed Breaks New Records

Using oMLX with MTP and Qwen3.6 35B on Apple Silicon Mac to achieve 86.7 tokens/s local coding speed, building a full-stack app in under 5 minutes.