User Guides

Use these pages while doing real work. Confirm the exact checkpoint and task in Models & Recipes before treating a generic command as a support claim.

Goal	Guide	Result
Create an artifact	Build a Bundle	A format-1 .bundle built by exactly one family.
Diagnose an artifact	Inspect a Bundle	Family, task, backend, and section inventory.
Execute a task	Run Inference	Correct Task command and typed JSON/media output.
Place a setting correctly	Configure Runtime Behavior	Build, load, or request input at its typed boundary.
Establish evidence	Validate & Benchmark	Reproducible correctness or performance evidence.

Workload	Guide	Common command
Decoder text, encoding, embedding, reranking	Text Generation	run, encode, embed, rerank
Vision-language, ASR, TTS, speech sessions	Multimodal & Speech	run --image, transcribe*, generate-audio, speak, speech-session
Diffusion and perception	Image & Video	generate-image, generate-video, classify, segment, geometry
Forecasting and neural operators	Time-Series	forecast, solve

Use Tutorials for progressive learning and Reference for exact API lookup.