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README.md

@@ -36,7 +36,7 @@ metrics:
   <a href="#3-results">Results</a> &bull;
   <a href="#4-failure-cases--potential-solutions">Failure Cases</a> &bull;
   <a href="#quick-start">Quick Start</a> &bull;
-  <a href="reports/report.pdf">Full Report (PDF)</a>
+  Full Report (PDF)
 </p>
 
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@@ -238,7 +238,6 @@ The model's worst predictions (IoU near zero) reveal systematic failure patterns
 | [`src/predict.py`](src/predict.py) | Single-image CLI inference |
 | [`src/best_predictions.py`](src/best_predictions.py) | Per-sample IoU scoring, best/worst prediction figures |
 | [`reports/report.typ`](reports/report.typ) | Typst source → [`report.pdf`](reports/report.pdf) |
-| [`reports/audit_log.md`](reports/audit_log.md) | Full build log — every decision documented |
 
 </details>
 
@@ -305,7 +304,7 @@ typst compile reports/report.typ reports/report.pdf
 
 - All random state seeded with **42** (data splits, PyTorch, NumPy).
 - Hyperparameters: [`configs/train_config.yaml`](configs/train_config.yaml). 
-- Per-epoch training logs: [`outputs/logs/`](outputs/logs/). 
+- Per-epoch training logs: [`outputs/logs/`](https://huggingface.co/youngPhilosopher/drywall-qa-clipseg/tree/main/outputs/logs).
 
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