September 24, 2026 · Local models · MCP
Designing a local model harness optimized for MCP use
Three days and about forty scripted runs of Gemma 4 and Qwen3 against an ERP over MCP. The pass rate went from 1 of 4 to 4 of 4 without changing the model. What changed was the layer between the model and the system.