Update dataset card to 974 resources

README.md

@@ -38,7 +38,7 @@ configs:
 <h1 align="center">Awesome Loop Engineering Dataset</h1>
 
 <p align="center">
-  A structured dataset of 972 papers, official docs, tools, benchmarks, patterns, critiques, and implementation guides for recurring AI-agent systems.
+  A structured dataset of 974 papers, official docs, tools, benchmarks, patterns, critiques, and implementation guides for recurring AI-agent systems.
 </p>
 
 <p align="center">
@@ -68,8 +68,8 @@ Current release: **v0.10.0**
 
 | Surface | Count |
 | --- | ---: |
-| Resources | 972 |
-| Research papers | 447 |
+| Resources | 974 |
+| Research papers | 448 |
 | Model-layer resources | 31 |
 | Operational patterns | 22 |
 | Adaptable loop contracts | 22 |
@@ -77,7 +77,7 @@ Current release: **v0.10.0**
 | Dataset fields | 50 |
 | Language entry points | 8 |
 
-At the **2026-08-17** source check, **910 public links opened successfully**, **11 required access**, **51 pointed to repository files**, and **0 were broken or unreachable**.
+At the **2026-08-19** source check, **913 public links opened successfully**, **10 required access**, **51 pointed to repository files**, and **0 were broken or unreachable**.
 
 ## What A Loop Contract Is