OQ3: internal/duckstats + bin/qa/stats.go. Zig stays Ladybug-only. mikefarah/yq for small structured slices. Gitea #30.
Measure OpenAI tool_calls (search/get/audit) on a CPU Ollama sidecar instead of gating D18 on GPU or PicoClaw. Weights stay out of the image.