Synchronize research data with Git LFSagent/data-sync

1 files changed, 21 insertions, 2 deletions

diff --git a/README.md b/README.md
index 2bdd779..576cfaf 100644
--- a/README.md
+++ b/README.md
@@ -26,8 +26,9 @@ FA and DFA; finite-time analysis and experiments focus on FA. Target venue:
   (runs). `notes/README.md` indexes all 43 notes with status.
 - `scripts/` — all experiments (python, float64, CPU; deterministic seeds).
   `scripts/README.md` has the status table and recipes.
-- `outputs/` — gitignored, regenerable. Paper-grade runs are exactly those in
-  `notes/40_reproduction_manifest.md`; the rest is exploratory history.
+- `data/` and `outputs/` — synchronized through Git LFS. Paper-grade runs are
+  exactly those in `notes/40_reproduction_manifest.md`; the rest is
+  exploratory history.
 - `paper/` — AAAI-27 scaffolding (`main.tex` needs AuthorKit 27;
   `preview.tex` compiles standalone via tectonic). `body.tex` is being
   rewritten from the evidence ledger.
@@ -38,3 +39,21 @@ FA and DFA; finite-time analysis and experiments focus on FA. Target venue:
 pip install -r requirements.txt   # numpy scipy matplotlib torch (+ torchvision for MNIST)
 python scripts/real_data_validation.py --self-test   # sanity: kernels vs autograd
 ```
+
+## Synchronizing data and experiment outputs
+
+Install Git LFS once on each machine, then pull the repository and its data:
+
+```bash
+git lfs install
+git pull
+git lfs pull
+```
+
+After producing new data or results, publish a new snapshot with:
+
+```bash
+git add data outputs
+git commit -m "Update experiment data"
+git push
+```