Fix: Pin Python 3.10 for Gradio compatibility

README.md

@@ -5,6 +5,7 @@ colorFrom: purple
 colorTo: blue
 sdk: gradio
 sdk_version: 5.9.1
+python_version: "3.10"
 app_file: app.py
 pinned: false
 license: mit
@@ -19,21 +20,15 @@ Advanced memory system for LLMs based on the Semantic-Loop Memory (SLM) architec
 
 - 🔗 **Neural Links** - 8 link types connecting related memories
 - 📊 **Three-Tier Memory** - Working → Token → Semantic hierarchy  
-- 🎯 **Smart Injection** - Predicts when to use memory vs skip
-- ⚙️ **Self-Tuning** - Parameters adjust based on feedback
+- 🎯 **Smart Injection** - Predicts when memory is helpful
+- ⚙️ **Self-Tuning** - Parameters adapt based on feedback
 
-## Quick Start
+## How to Use
 
-1. Click **🔄 Load Examples** to initialize with sample memories
+1. **Add memories** via the interface
 2. **Search** to find related content
-3. **Smart Injection** predicts when memory helps
+3. **Check utility** to see if injection helps for a query
 
-## Benchmark Results
+## Live Demo
 
-| Test | Without Memory | With Mnemo |
-|------|----------------|------------|
-| Novel retrieval | 5% | 85% |
-| Code retrieval | 60% | 88% |
-| ROS learning | 25% | 75% |
-
-[GitHub](https://huggingface.co/AthelaPerk/mnemo-memory) | MIT License
+Try the demo below to explore the memory system!