QuantaMind

A CI/CD reliability gate for self-hosted LLMs that stress-tests local runtimes, exact quantization, and hardware limits to block broken agents before deployment. It targets developers and ops teams in organizations running local LLM agents, particularly those using vLLM, SGLang, Ollama, or llama.cpp. Unlike cloud observability tools, it tests actual hardware constraints and provides deterministic exit codes for CI/CD pipelines.

Key features

• Stress-test tool-calling loops
• Calculate exact hardware fit
• Detect context degradation cliffs
• Gate CI/CD pipeline with exit code
• Generate reproducible audit logs
• Integrate with vLLM, SGLang, Ollama, llama.cpp
• Test VRAM constraints and quantization limits