By the numbers:
Qwen2.5-Coder-14B-Instruct Q4_K_M: ~9GB
Recommended GPU/Mac memory: 12–16GB or 32GB
Free tier: Up to two nodes

#selfhosting #batchinference #gpuoptimization #llm #qwen25 #aiinfrastructure