# Discussion provenance

This documentation was prepared on 2026-09-09 from the referenced ChatGPT conversation [Hardwarevorschläge Bilderkennung](chatgpt-conversation://6aa0caef-86b8-83eb-959f-4f709252e9a1), conversation ID `6aa0caef-86b8-83eb-959f-4f709252e9a1`. The retrieved conversation contained seven exchanges, from the initial three-budget request through the request to preserve the project in Git. The expanded messages were used to recover the earlier speed, width, illumination, catalogue and budget context.

This is a compact technical synthesis, not a verbatim transcript. Requirements explicitly stated by the user take precedence over assistant suggestions. The latest €1,600 NX correction supersedes the earlier €1,000 education-price assumption. Two cameras supersede the initial one-camera starter proposal.

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.