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# 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 β†’ image output;
- text-generation prompt β†’ text output;
- ASR audio sample β†’ text output;
- image-to-image test image β†’ 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
β†’ if hardware automatic assignment succeeds, validate directly
β†’ if not, set hardware manually in target Space Settings
β†’ Validate existing Space
β†’ full_inference_success if output type and latency are validated
```