Improve Viewer with probe-level sample

Replaces the deeply nested case preview with 840 structured probe rows while retaining canonical sample shards and all public split archives.

README.md

@@ -3,7 +3,7 @@ language:
 - en
 pretty_name: AutoMemoryBench
 size_categories:
-- 1K<n<10K
+- 100K<n<1M
 task_categories:
 - question-answering
 - text-retrieval
@@ -18,7 +18,7 @@ configs:
 - config_name: sample
   data_files:
   - split: audit_subset
-    path: data/sample_cases.jsonl
+    path: data/viewer/sample_probes.jsonl
 ---
 
 <div align="center">
@@ -92,10 +92,12 @@ time, role, namespace, lifecycle, and tool state.
 
 ## Public Data
 
-The `sample` configuration shown in the Dataset Viewer contains **40 cases and
-840 queries** across all eight domains. Each row is a complete benchmark case
-with its chronological events, sessions, memory units, query-time contracts,
-and probes. It is intended for schema inspection and smoke testing.
+The `sample` configuration shown in the Dataset Viewer contains **840 probe
+rows derived from 40 cases** across all eight domains. Each row exposes the
+query, probe type, task type, required and prohibited memory IDs, expected
+behavior, scoring rule, and state-contract identifier. This flattened view is
+intended for fast browsing; the canonical nested cases remain in the original
+sample shards.
 
 The complete public release is hosted directly in this repository:
 
@@ -118,7 +120,7 @@ hf download Multilingual-Multimodal-NLP/AutoMemoryBench \
   --repo-type dataset --include "data/full/*" --local-dir AutoMemoryBench-data
 ```
 
-### Core Fields
+### Canonical Case Fields
 
 | Field | Description |
 | --- | --- |