Running a 9B coding model at home and hitting 100% on HumanEval - how Agent Zero made it happen
r/LocalLLaMA
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AI Hardware
TL;DR: Set up a local OmniCoder-9B on regular hardware and matched official benchmarks. Here's what worked. I've wanted a coding model running locally for a while. No API dependencies, no rate limits, no sending my code to someone else's cloud. Finally got something that actually works. The hardware CPU: AMD Ryzen 9 5900X (24 threads, 12 used for inference) RAM: 62GB DDR4 GPU: NVIDIA RTX 3080 10GB VRAM Storage: NVMe SSD OS: Ubuntu 22.04 (remote server at 192.168.1.30) Nothing exotic. This is mid-range hardware from a few years ago. The model Name: OmniCoder-9B Base: Qwen3.5-9B.