Update README.md

README.md

@@ -29,8 +29,12 @@ configs:
 ---
 ---
 # PI-LLM Bench: The Core Retrieval Challenge Behind MRCR 
-(ICML 2025 Long-Context Foundation Models Workshop Accepted)
-- a simple context interference evaluation.
+- ICML 2025 Long-Context Foundation Models Workshop Accepted.
+
+A simple context interference evaluation.
+
+> **Adoption (Aug 31, 2025):** Officially integrated into a top-5 open-weight model company’s **internal benchmarking framework** for assessing ** tracking capacity and context interference in agents**.
+
 
 
 ## TL;DR