docs/NEXT_STEPS.md

Next Steps

Product follow-ups

1. Add a dedicated hardware diagnostic workflow that compares:

   • request_space_hardware() after Space creation;
   • create_repo(..., space_hardware=...) at creation time;
   • OAuth token vs personal access token behavior.

2. Add optional live Pi progress streaming:

   • periodic heartbeat during the Pi run;
   • partial pi_output.txt tailing;
   • intermediate trace syncing.

3. Add a repair workflow:

   • read target Space build/runtime logs;
   • ask Pi to patch generated files;
   • upload patch;
   • re-run validation.

4. Improve validation presets per task:

   • text-to-image prompt → image output;
   • text-generation prompt → text output;
   • ASR audio sample → text output;
   • image-to-image test image → image output.

5. Improve generated report UI:

   • clearer final status badges;
   • direct links to generated Space, Bucket files, and trace JSONL;
   • explicit manual hardware checklist.

Current product workflow

Build from model card
→ if hardware automatic assignment succeeds, validate directly
→ if not, set hardware manually in target Space Settings
→ Validate existing Space
→ full_inference_success if output type and latency are validated