Publish corrected exact readme-quickstart reproduction

README.md

@@ -24,7 +24,7 @@ This is a trained block-sparse featurizer reproduced from
 - Effective defaults: batch size 2048, SNR 0.1,
   learning rate 0.0004
 - DINO backbone: `facebook/dinov3-vitb16-pretrain-lvd1689m` at `5931719e67bbdb9737e363e781fb0c67687896bc`
-- Reconstruction R²: 0.822333
+- Reconstruction R²: 0.823179
 - Mean active blocks: 16.0
 - Dead groups: 0
 
@@ -33,6 +33,16 @@ in `manifest.json`.
 
 ## Loading
 
+The hardened loader and immutable catalog live in
+[`block-sparse-featurizer-experiments`](https://github.com/BurnyCoder/block-sparse-featurizer-experiments). Install that
+application from a revision containing this model's Hub commit:
+
+```bash
+git clone --recurse-submodules https://github.com/BurnyCoder/block-sparse-featurizer-experiments.git
+cd block-sparse-featurizer-experiments
+uv sync --frozen
+```
+
 ```python
 from bsf_experiments.artifacts import restore_checkpoint
 from bsf_experiments.hub_phase import (

checkpoint.pt

@@ -1,3 +1,3 @@
 version https://git-lfs.github.com/spec/v1
-oid sha256:36be5ba182a28f3c38deb68fb687c5a59d74d31bf6439c9b33ef954a670b677c
+oid sha256:449e7dfe65587f2959d8263197805e2f2f33cc7c391dbeb7949539fb58a8e321
 size 2362853

manifest.json

@@ -6,7 +6,7 @@
   "checkpoint": {
     "filename": "checkpoint.pt",
     "format_version": 1,
-    "sha256": "36be5ba182a28f3c38deb68fb687c5a59d74d31bf6439c9b33ef954a670b677c",
+    "sha256": "449e7dfe65587f2959d8263197805e2f2f33cc7c391dbeb7949539fb58a8e321",
     "size_bytes": 2362853
   },
   "collection_url": "https://huggingface.co/collections/BurnyCoder/block-sparse-featurizers-on-dinov3-rabbits-6a629047facccb1d34e808c2",
@@ -36,8 +36,8 @@
       "sha256": "6d4e71f62610db0b395f8d920a2fa970850f11bd8e0fbf57b06d528fe44bddc6"
     },
     "preprocessed_activations": {
-      "dtype": "float32",
-      "sha256": "74d37c1b4af3195323d13b53fb3005b8669e27c94d73a1bb35f6047b16add802",
+      "dtype": "float64",
+      "sha256": "1373a5c50d19be5a4df5bf403d79f91ab37e1061f13468bfcb2a2af11b5c3c9d",
       "shape": [
         58800,
         768
@@ -48,15 +48,27 @@
       "sha256": "8225b490c4e39339bfcdd70556e9a00b7ad03cb868c7a2af6af36912354a16f9"
     }
   },
+  "licenses": {
+    "dinov3": {
+      "filename": "LICENSE-dinov3.md",
+      "revision": "5931719e67bbdb9737e363e781fb0c67687896bc",
+      "sha256": "25d122eb8f5b880fd23c736fb6ea8018ee45c12237e00b8a86d14c653904999e"
+    },
+    "goodfire": {
+      "filename": "LICENSE-goodfire.txt",
+      "git_blob": "1e044f6e143a217dec9281ed0640c00c113c7efa",
+      "sha256": "8f203fe135347c3a1c997bfdeab1ddee5e97f02662edad135d19e63333d76961"
+    }
+  },
   "metrics": {
     "dead_groups": 0,
     "mean_l0": 16.0,
-    "r2": 0.8223328392403895,
+    "r2": 0.8231790197675861,
     "tokens": 58800
   },
   "randomness": {
     "manual_seed_set": false,
-    "torch_initial_seed": 5715445663658531732
+    "torch_initial_seed": 165599720606092299
   },
   "recipe": {
     "constructor": "GrassmannianBSF",
@@ -86,6 +98,7 @@
       "paper_version": false,
       "target_l0": 16
     },
+    "repo_id": "BurnyCoder/bsf-dinov3-rabbits-readme-quickstart",
     "source_path": "README.md",
     "title": "Grassmannian BSF — README quickstart",
     "train_kwargs": {
@@ -112,8 +125,8 @@
     "repository": "https://github.com/goodfire-ai/block-sparse-featurizer"
   },
   "timing": {
-    "duration_seconds": 197.7913453680012,
-    "finished_at": "2026-07-23T22:35:42.391051+00:00",
-    "started_at": "2026-07-23T22:32:03.552047+00:00"
+    "duration_seconds": 213.68325273599476,
+    "finished_at": "2026-07-23T23:48:18.541625+00:00",
+    "started_at": "2026-07-23T23:44:28.773492+00:00"
   }
 }