Dataset intelligence
Register datasets, inspect health, check compatibility, and keep provenance visible before a run starts.
// Solutions
Systems that keep the work moving.
Noctyra brings dataset health, training launch control, telemetry, recovery, and model handoff into one desktop workflow.
Launch control
Run provider preflight with live pricing, budget ceilings, watchdogs, and duplicate-launch protection.
Training workflows
Support speech training, PEFT LoRA and QLoRA language-model training, Signal Forge streams, and custom evaluation workflows.
Evidence to handoff
Follow logs, telemetry, charts, checkpoints, recovery, reproducibility packs, model export, and handoff in one place.