Or install with pip: pip install small-model-harness
README Excerpt
**Defensive harness for running 1B–12B parameter models in production agentic workflows.** Five-layer architecture: routing → validation → constraint → circuit break → context management. Delivered as a Hermes plugin (deterministic enforcement) + MCP server (analysis tools). Small models (1B–12B) have dramatically closed the quality gap with frontier models, but the **reliability gap persists**: