diff --git a/ProblemMap/Multi-Agent_Problems.md b/ProblemMap/Multi-Agent_Problems.md
index 040b7b58..6a59a7cc 100644
--- a/ProblemMap/Multi-Agent_Problems.md
+++ b/ProblemMap/Multi-Agent_Problems.md
@@ -117,13 +117,23 @@ Result: agents negotiate via Tree merge; no duplicate tasks, no role confusion.
↩︎ [Back to Problem Index](../README.md)
-
+---
-> ⭐ Help reach 10,000 stars by 2025-09-01 to unlock Engine 2.0 for everyone ⭐ Star WFGY on GitHub
+### 🧭 Explore More
+
+| Module | Description | Link |
+|-----------------------|----------------------------------------------------------|----------|
+| Semantic Blueprint | Layer-based symbolic reasoning & semantic modulations | [View →](https://github.com/onestardao/WFGY/tree/main/SemanticBlueprint) |
+| Benchmark vs GPT‑5 | Stress test GPT‑5 with full WFGY reasoning suite | [View →](https://github.com/onestardao/WFGY/tree/main/benchmarks/benchmark-vs-gpt5) |
+
+---
> 👑 **Early Stargazers: [See the Hall of Fame](https://github.com/onestardao/WFGY/tree/main/stargazers)** —
> Engineers, hackers, and open source builders who supported WFGY from day one.
+>
⭐ Help reach 10,000 stars by 2025-09-01 to unlock Engine 2.0 for everyone ⭐ Star WFGY on GitHub
+
+