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6934269 6f5363d 9c6bd0f | 1 2 3 4 5 6 7 8 9 10 11 12 13 14 15 16 17 18 19 20 21 22 23 24 25 26 27 28 29 30 31 32 33 34 35 36 37 38 39 40 41 | # 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
```
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