# 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

```text
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
```