Use when running the zetic.ai `melange` CLI: uploading/importing on-device AI models, monitoring conversion status, reporting Melange benchmarks, generating deployment guides, browsing repos and the public library. Covers auth, JSON output contract, exit-code branching, upload/resume, non-blocking conversion monitoring, model report templates, and the raw API escape hatch. Do NOT trigger for general ML work — training, local inference, or other model registries — unless the `melange` CLI is involved.
2026-07-27