docs: reframe LAION as illustrative DSSE example (non-primary)

README.md

@@ -7,37 +7,64 @@ tags:
   - auditability
   - dsse
   - laion
-pretty_name: "LAION — Trust Drift Evidence (DSSE)"
-datasets:
-  - laion
+pretty_name: "LAION — DSSE Illustrative Drift Example"
 ---
 
-# LAION — Trust Drift Evidence (DSSE)
+# LAION — DSSE Illustrative Drift Example
 
-This dataset contains **verifiable evidence** of trust drift measured on a public AI dataset (LAION).
+This repository is an **illustrative example** produced with the Crovia DSSE pipeline.
 
-What you see here is **not a claim** and **not a benchmark**.
+It is **not** the primary Crovia evidence.
 
-## Contents
+---
+
+## Purpose of this dataset
+
+This dataset exists to show:
 
-- `DRIFT_SUMMARY.json`  
-  → the measured drift signal
+- how the DSSE pipeline works
+- what a trust drift signal looks like at small scale
+- how evidence artifacts are structured
+- how reproducibility is preserved
 
-- `EVIDENCE.json`  
-  → how the signal was produced (hashes, anchors, pipeline)
+It is meant for **inspection and understanding**, not for conclusions.
 
-- `snapshot_A.json` / `snapshot_B.json`  
-  → the two compared states
+---
+
+## Important clarification
+
+- This example operates on a **limited sample**
+- It does **not** claim statistical completeness
+- It does **not** assert real-world impact
+- It does **not** compete with the DSSE-1M proof
 
-- `records_sample.ndjson`  
-  → sample of analyzed records (extract from 1M stream)
+The reference Crovia evidence is published separately.
+
+---
 
-## Principles
+## Where the real proof lives
 
-- No assumptions  
-- No declared changes  
-- No interpretation  
+➡ **Primary Crovia evidence (1M scale):**  
+https://huggingface.co/datasets/crovia/dsse-1m-proof
+
+If you want to understand **what DSSE proves**, start there.
+
+---
+
+## Contents
+
+- `snapshot_A.json`
+- `snapshot_B.json`
+- `DRIFT_SUMMARY.json`
+- `EVIDENCE.json`
+
+These files are valid, reproducible artifacts —  
+but **context matters**.
+
+---
 
-Only measurements.
+## Crovia principle
 
-Built with Crovia.
+> Evidence scales.  
+> Examples explain.  
+> Claims come last — if ever.