Rename project to machine-vision-poc and clarify initial use case

docs/architecture.md

@@ -1,6 +1,6 @@
 # Proposed architecture
 
-All components below are a design proposal, not an implemented or measured system.
+All components below are a design proposal, not an implemented or measured system. The shared architecture is intended for multiple machine-vision use cases; the camera geometry, coverage calculations and material experiments here describe the initial Carbofol use case. Keep material-specific settings, labels and model versions in explicit configurations rather than hard-coding them into the application.
 
 ## Cameras and illumination
 

docs/provenance.md

@@ -7,3 +7,5 @@ This is a compact technical synthesis, not a verbatim transcript. Requirements e
 Historical prices remain attributed discussion estimates; no new market research was performed. Prior claims of ample compute capacity, model fit, deterministic AI decisions and subsecond latency were not measurements and are not carried forward as guarantees. Illustrative scores, defect dimensions and UI examples from the chat are not experimental observations.
 
 The queue/error handling, normalized data model, versioned review history, evidence integrity and phase gates elaborate the discussion into a proposed engineering design. They are not existing implementation or user-approved purchasing decisions. No source images, trained weights or actual production datasets were supplied with this task.
+
+The owner subsequently named the project `machine-vision-poc` to allow future use cases beyond Carbofol. Carbofol remains the first documented application; its requirements and historical discussion are preserved. The Python package placeholder is `machine_vision_poc`.