Document public pinned downloads and final submission output

README.md

@@ -27,12 +27,21 @@ Line readers and word-boundary models for the `road` handwritten-line transcript
 
 ## ⚡ Quick start
 
-With the `road` code:
+This repository is public and ungated: downloads need no Hugging Face account or token.
+With the accompanying `road` code:
 
 ```bash
-export HF_TOKEN=...                                  # read access to this repository
-bash scripts/01_get_weights.sh --release bundle-001  # downloads and verifies every file
-bash run_inference.sh                                # writes outputs/runs/bundle-001/submission.csv
+bash install.sh                                      # install the pinned environments
+bash scripts/01_get_weights.sh --release bundle-001  # download and verify inference weights and bases
+bash run_inference.sh --release bundle-001           # write outputs/submission/final_submission.csv
+```
+
+The downloader uses the immutable weight revision `96fa774b66a32e30f48bbe920121bcdff0548a19`.
+It also downloads the two Qwen base models from the pinned repositories listed below.
+To acquire the starting models for training, including the Kraken base hosted under `upstream/`:
+
+```bash
+bash scripts/01_get_weights.sh --release bundle-001 --training --bases-only
 ```
 
 ## 📦 Contents
@@ -73,7 +82,7 @@ Adapters load on their public base model, downloaded from its own repository at
 
 ## ⚖️ Licences
 
-The files here are modified versions of the models below.
+The reader and word-boundary checkpoints are modified versions of the models below. The Kraken base under `upstream/` is an unchanged copy.
 
 | Folders | Built on | Licence | Credit |
 | --- | --- | --- | --- |