README: trim to demo description (Fuming + Sven)

README.md

@@ -3,7 +3,6 @@ license: mit
 language:
 - en
 tags:
-- Inference
 - Demo
 - Connectomics
 - Proofreading
@@ -14,33 +13,30 @@ size_categories:
 
 # MERGER FREE — review bundles
 
-Review-ready JSON bundles for the **MERGER FREE** auto-proofreading system
-(Fuming Yang & Sven Dorkenwald).  Each bundle packages one MICrONS
-neuron's sliding-window inference output into a single self-contained
-JSON that the static review site at
+Demo data for the **MERGER FREE** project by **Fuming Yang** and
+**Sven Dorkenwald**.
+
+Each JSON bundle is one MICrONS neuron's review payload.  Drop one
+into the static review site at
 [FumingYang-Felix/MERGE_FREE_DEMO](https://github.com/FumingYang-Felix/MERGE_FREE_DEMO)
-can import directly.
+to step through suspect windows in Neuroglancer.
 
 ## Layout
 
 ```
 FumingY/MergeFree/
-├── README.md            ← this file
+├── README.md
 └── bundles/
-    ├── README.md        ← bundle schema + usage details
     └── <root_id>_hybrid.json.gz    ← one per neuron
 ```
 
-## Direct download URL pattern
-
-Each JSON has a stable `resolve/main/...` URL; suitable for
-`=HYPERLINK()` in Google Sheets:
+## Direct download URL
 
 ```
 https://huggingface.co/datasets/FumingY/MergeFree/resolve/main/bundles/<ROOT_ID>_hybrid.json.gz
 ```
 
-Spreadsheet column formula (column A = root id, column B = link):
+Suitable for `=HYPERLINK()` in Google Sheets (column A = root id):
 
 ```
 =HYPERLINK(
@@ -51,44 +47,12 @@ Spreadsheet column formula (column A = root id, column B = link):
 
 ## How to review
 
-1. Click the download link → browser saves `<root>_hybrid.json.gz`
-   to your Downloads folder.
-2. Open https://fumingyang-felix.github.io/MERGE_FREE_DEMO/ (or
-   clone + serve `MERGE_FREE_DEMO/index.html` locally).
-3. Click **↑ Import bundle** and select the downloaded `.json.gz`
-   file — the static site decompresses it in-browser.
-4. Step through each suspect window (`→` / `Enter`); for each one
-   answer:
-   - **Real merge?** — yes / no / skip / unsure
-   - **SPLIT WHICH?** — multi-select the colored token clusters that
-     should actually be split off
+1. Click a download link → browser saves `<root>_hybrid.json.gz` to
+   your Downloads folder.
+2. Open https://fumingyang-felix.github.io/MERGE_FREE_DEMO/.
+3. Click **↑ Import bundle** and pick the downloaded file — the
+   site decompresses it automatically.
+4. For each suspect window, answer **Real merge?** and pick which
+   colored token clusters in **SPLIT WHICH?** should be split off.
 5. Click **↓ Export decisions** when done — that JSON is the
    reviewer's output.
-
-**Why `.json.gz` and not `.json`?** Hugging Face serves small JSON
-files with `Content-Disposition: inline`, so plain `.json` links
-render in-browser instead of triggering a download.  Browsers
-always download `application/gzip`, and the static site handles the
-decompression for you.
-
-## Generation
-
-Bundles are produced in batch by
-`sliding_window_demo/batch_build_bundles.py` (in the cutscan_project
-repo) running the same pipeline as the streamlit UI:
-
-1. `verify_prob ≥ 0.05` filter
-2. spectral+ heuristic (mean cutoff 0.5, tie tolerance 0)
-3. spatial NMS (radius 9 µm)
-4. wSBM uniform-DL filter (max DL 250, tie 0.01)
-5. cuts via the **hybrid** partitioner (wsbm if its DL ≤ 100, else
-   spectral+)
-
-The `_hybrid` filename suffix tags the partition method used for
-the cuts.  Future spectral_plus / wsbm-only variants would land
-alongside as `<root>_spectral.json.gz` / `<root>_wsbm.json.gz` in
-the same folder.
-
-## Schema
-
-See [`bundles/README.md`](bundles/README.md) for the JSON schema.