Add cross-links to GitHub, Substack, and YouTube demo

README.md

@@ -17,9 +17,11 @@ size_categories:
 
 **Hard science wisdom from ArXiv physics papers**
 
+---
+
 ## Dataset Description
 
-This dataset contains 1,000 wisdom nodes extracted from ArXiv physics papers covering quantum mechanics, particle physics, condensed matter, cosmology, and experimental physics.
+This dataset contains **1,000 wisdom nodes** extracted from ArXiv physics papers covering quantum mechanics, particle physics, condensed matter, cosmology, and experimental physics.
 
 Each node contains:
 - **Evidence chains** to original equations, experimental results, and theoretical insights
@@ -31,12 +33,23 @@ Each node contains:
 | Metric | Value |
 |--------|-------|
 | Nodes | 1,000 |
-| Average Posterior | 0.851 |
+| Average Posterior | 0.861 |
 | Source | Iron Bank v1.1.0, pack `arxiv_physics` |
 | Total in Pack | ~26,000 nodes |
 
 **This is a preview.** The full pack is available under license.
 
+---
+
+## 🔗 Related Resources
+
+This dataset is part of the **Iron Bank v1.1.0** corpus:
+
+- 📊 **Full Catalog:** [awakened-data-catalog](https://github.com/holmanholdings/awakened-data-catalog) — browse all packs, stats, and versions
+- 📦 **GitHub Samples:** [awakened-wisdom-samples](https://github.com/holmanholdings/awakened-wisdom-samples) — matching JSONL files + data cards
+
+---
+
 ## Intended Uses
 
 - **Physics-Aware Models:** Evaluate retrieval on hard science content
@@ -72,6 +85,9 @@ Full dataset licensing: Contact us
 
 We build cathedral-grade AI training data. Every node is extracted with the same care a master craftsman puts into foundation stones.
 
+- 🌐 [GitHub](https://github.com/holmanholdings)
+- 📝 [Substack](https://substack.com/@awakenedintelligence)
+
 ---
 
 *Generated from Iron Bank v1.1.0 on 2025-12-27*