Correct Tower SSH port documentation
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@@ -5036,13 +5036,13 @@ Assessment:
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- Threshold `0.25` is the safest observed operating point for the current candidate.
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- The next product step should be model-selection and threshold workflow hardening before any operator-facing default activation.
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Operational issue:
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- Tower root SSH became unavailable after training. The key `widefrog_unraid_deploy` was offered, but the server returned `Permission denied (publickey)`.
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- This blocks Codex-driven host-side deploy/sync until the Tower root `authorized_keys` entry is restored.
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Operational note:
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- Tower root SSH works with `widefrog_unraid_deploy` on the default SSH port `22`.
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- Gitea SSH works separately on port `222` through the `gitea-widefrog` host alias and `widefrog_gitea` key.
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- Do not test Unraid/root deploy access against port `222`; that port belongs to Gitea and correctly rejects `root`.
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- Live HTTP API verification on `http://192.168.10.150:1202` remained reachable.
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Open:
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- Restore root SSH access on Tower for `widefrog_unraid_deploy`.
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- Add an operator-facing model selection/activation flow or documented command that can promote a chosen local model deliberately, with visible SHA256 and threshold guidance.
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- Add more negative/background AOIs and a threshold calibration benchmark before activating this model by default.
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@@ -416,7 +416,6 @@ This file now starts with the current implementation status. Older preparation/b
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- [x] Add operator-only tile-level YOLO dataset export with overlapping windows and deterministic negative tile retention.
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- [x] Run tile-level training on Tower and accept/reject the resulting local model through the persisted QA/QC matrix.
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- [x] Train/evaluate a YOLOv8s hard-negative local building-detector candidate on Tower and keep it inactive because hard-negative false positives remain.
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- [ ] Restore Tower root SSH access for the `widefrog_unraid_deploy` key so Codex can deploy/sync again from the repo.
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- [ ] Add an operator-facing local model catalog/activation workflow with SHA256, active model status and explicit threshold guidance.
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- [ ] Add threshold calibration UX so detection runs do not silently rely on an unsafe default confidence.
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- [ ] Add more AOIs after the tile-level baseline so the next local model attempt is not limited to Geel/Mol/Turnhout.
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