[✓] DevOps dataset created [✓] JSONL dataset validated [✓] Train / validation split [✓] Qwen2.5-3B-Instruct selected [✓] LoRA configuration [✓] LoRA training completed [✓] LoRA adapter generated [✓] LoRA adapter verified [✓] LoRA merged with base model [✓] Merged model created [✓] GGUF F16 created [✓] Q4_K_M quantization completed [✓] GGUF inference tested [✓] Ollama Docker deployment [✓] Ollama model created [✓] devops-qwen:latest created [✓] Automated benchmark created [ ] Benchmark quality analysis [ ] RAG integration [ ] n8n integration [ ] Chat UI [ ] Production deployment