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Plan-first workflow enables evidence-checked, multi-component design before building.
Text and image prompts now share one reference-guided CAD workflow.
Retrieval-backed build123d docs help the agent find APIs and recover from modeling errors.
Progressive skill loading brings in nine focused modeling and recovery guides only when needed.
Enhanced visual checks compare the current model against every active reference image.
Context compaction preserves requirements, plans, and verification state across long runs.
Kernel-enforced checks block incomplete or weakened self-verification.
Chat and viewer upgrades add queued prompts, stop controls, live status, auto-rotate, live parameters, and clearer verification history.
Result: Chamfer can ingest text or images, plan and execute long-running builds, retrieve needed knowledge, and self-verify before finalizing.
Latest demo: espresso machine from a product image .
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