Update README.md

Author: Freeky7819

README.md

@@ -1,50 +1,32 @@
-# \# ResonantBridge — Local Closed-Loop for LLMs (Ollama + Autopoiesis)
+# ResonantBridge — Local Closed-Loop for LLMs (Ollama + Autopoiesis)
 
-# 
-
-# > \*\*Elevator pitch:\*\* ResonantBridge is an \*autopilot for AI\*. It measures coherence (σ), detects drift, and \*\*self-stabilizes\*\* generation (autopoiesis + adaptive threshold + active realignment). Everything runs \*\*locally\*\* with Ollama.
-
-# 
-
-# !\[Live Visual](docs/screenshot\_live\_visual.png)
-
-# 
-
-# ---
-
-# 
-
-# \## ✨ Features
+> **Elevator pitch:** ResonantBridge is an *autopilot for AI*. It measures coherence (σ), detects drift, and **self-stabilizes** generation (autopoiesis + adaptive threshold + active realignment). Everything runs **locally** with Ollama.
 
-# \- \*\*Live metrics:\*\* σ(t), drift\_rate, entropy, confidence + \*\*semantic states\*\*  
+<p align="center">
+  <img src="docs/screenshot_live_visual.png" alt="Live Visual" width="820">
+</p>
 
-# &nbsp; (`STABLE / WANDERING / DRIFTING / CONFUSED / REALIGNING`).
+---
 
-# \- \*\*Self-regulation:\*\* autopoiesis (adaptive ω), adaptive threshold, active realignment.
-
-# \- \*\*Closed-loop:\*\* hooks to adjust LLM decoding (temperature/top\_p/prompt anchor) based on σ/STATE.
-
-# \- \*\*GUI:\*\* Matplotlib live dashboard (σ, drift, entropy, threshold, confidence + color-coded state).
-
-# \- \*\*On-prem / model-agnostic:\*\* works with Ollama (Llama/Gemma/…).
-
-# \- \*\*One-click scripts:\*\* Windows `.bat`, Linux/macOS `.sh`.
-
-# \- \*\*CI:\*\* GitHub Actions (build on Windows + Linux).
-
-# 
-
-# ---
-
-# 
+## ✨ Features
 
-# \## 🧱 Architecture
+- **Live metrics:** σ(t), drift_rate, entropy, confidence + **semantic states**  
+  (`STABLE / WANDERING / DRIFTING / CONFUSED / REALIGNING`)
+- **Self-regulation:** autopoiesis (adaptive ω), adaptive threshold, active realignment
+- **Closed-loop:** hooks to adjust LLM decoding (temperature/top_p/prompt anchor) based on σ/STATE
+- **GUI:** Matplotlib live dashboard (σ, drift, entropy, threshold, confidence + color-coded state)
+- **On-prem / model-agnostic:** works with Ollama (Llama/Gemma/…)
+- **One-click scripts:** Windows `.bat`, Linux/macOS `.sh`
+- **CI:** GitHub Actions (build on Windows + Linux)
 
-# Ollama (LLM) ──► σ(t) extractor ──► ResonantBridge (C++) ──► Metrics/State
+---
 
-# ▲ │
+## 🧱 Architecture
 
-# └───────── policy hook (temperature/top\_p) ◄┘
+```text
+Ollama (LLM) ──► σ(t) extractor ──► ResonantBridge (C++) ──► Metrics/State
+        ▲                                          │
+        └────────── policy hook (temperature/top_p)◄┘
 
 # 
 
@@ -185,4 +167,4 @@ PowerShell quoting → scripts already use robust quoting.
 
 🤝 Contributing
 
-PRs welcome! See CONTRIBUTING.md and CODE_OF_CONDUCT.md.
+PRs welcome! See CONTRIBUTING.md and CODE_OF_CONDUCT.md.