Update README.md

README.md

@@ -62,183 +62,4 @@ model-index:
             name: Cross-Chain Transactions Per Second (TPS)
           - type: latency
             value: 2.5
-            name: Average Cross-Chain Latency (seconds)
-
-# **Deep Solana R1 Model Description**  
-
-**Model Name**: Deep Solana R1  
-**Developed By**: 8 Bit Labs, in collaboration with Solana Labs and DeepSeek  
-**Model Type**: Hybrid AI-Zero-Knowledge Proof Framework  
-**Framework**: Solana Blockchain + DeepSeek AI + Recursive ZK Proofs  
-**License**: Apache 2.0  
-**Release Date**: October 2024  
-
----
-
-## **Model Overview**  
-Deep Solana R1 is the **first production-ready framework** to unify **artificial intelligence (AI)**, **zero-knowledge proofs (ZKPs)**, and **high-performance blockchain technology** on Solana. Built on the foundation of **DeepSeek R1**, a 48-layer transformer model trained on **14 million Solana transactions**, Deep Solana R1 redefines scalability, privacy, and intelligence in decentralized systems.  
-
-The model introduces **recursive neural proofs**, a novel cryptographic primitive that enables **privacy-preserving, context-aware smart contracts**. With **28,000 AI-ZK transactions per second (TPS)** and **93× faster ZK verification** than traditional systems, Deep Solana R1 sets a new standard for verifiable decentralized intelligence.  
-
----
-
-## **Key Innovations**  
-
-### **1. Recursive Zero-Knowledge Proofs (ZKRs)**  
-- **O(log n) Verification**: Achieves logarithmic proof verification time using FractalGroth16 proofs.  
-- **AI-Guided Batching**: DeepSeek R1 predicts optimal proof groupings to minimize latency.  
-- **Topology-Aware Pruning**: Reduces proof size by **78%** using patented algorithms.  
-
-**Impact**:  
-- **0.3s proof time** (vs. 2.4s baseline).  
-- **0.002 SOL privacy cost** (vs. 0.07 SOL).  
-
----
-
-### **2. DeepSeek R1 AI Model**  
-- **48-Layer Transformer**: Trained on 14M Solana transactions for real-time optimization.  
-- **Self-Optimizing Circuits**: Adjusts ZK constraints based on live network data.  
-- **Fraud Detection**: Identifies malicious transactions with **94.2% accuracy**.  
-
-**Features**:  
-- **AI-Knowledge Proofs (AKPs)**: Dynamically generates ZK constraints via reinforcement learning.  
-- **Neural Proof Compression**: Reduces proof size using topology-aware pruning.  
-- **Self-Optimizing Circuits**: Latency-aware proof strategies using real-time network metrics.  
-
----
-
-### **3. Hybrid Verification System**  
-- **ZK-SNARKs**: Base layer for transaction correctness.  
-- **Neural Attestations**: AI layer for contextual validation (e.g., fraud detection, market manipulation).  
-
-**Mathematical Formulation**:  
-\[
-\pi_{\text{final}} = \text{ZK-Prove}(\text{AI-Validate}(S_t), \mathcal{C}_{\text{AI}})
-\]  
-*Where \( \mathcal{C}_{\text{AI}} \) = AI-optimized constraints.*  
-
----
-
-## **Performance Metrics**  
-
-| **Metric**               | **Baseline (Solana)** | **Deep Solana R1** |  
-|--------------------------|-----------------------|---------------------|  
-| Avg. Proof Time           | 2.4s                  | 0.3s                |  
-| Verification Throughput   | 12K TPS               | 28K TPS             |  
-| Privacy Overhead          | 0.07 SOL              | 0.002 SOL           |  
-| State Accuracy            | N/A                   | 94.2%               |  
-| Energy/TX (kWh)           | 0.001                 | 0.00037             |  
-
----
-
-## **Use Cases**  
-
-### **1. Decentralized Finance (DeFi)**  
-- **Private Swaps**: Trade tokens without exposing wallet balances.  
-- **AI-Optimized Yield Farming**:  
-  ```solidity
-  contract AIVault {
-    function harvest() external {
-      AI.optimize(yieldStrategy); // Saves 40% in gas fees
-    }
-  }
-  ```  
-
-### **2. Healthcare**  
-- **ZK-Protected Records**: Share medical data without exposing patient IDs.  
-
-### **3. Government**  
-- **Fraud-Free Voting**: ZK proofs validate eligibility without revealing votes.  
-
----
-
-## **How to Use**  
-
-### **For Developers**  
-1. Install the Deep Solana R1 SDK:  
-   ```bash
-   npm install @solana/deep-solana-r1
-   ```  
-2. Deploy a smart contract:  
-   ```rust
-   use anchor_lang::prelude::*;
-
-   #[program]
-   pub mod my_program {
-       use super::*;
-       pub fn initialize(ctx: Context<Initialize>) -> Result<()> {
-           Ok(())
-       }
-   }
-   ```  
-
-### **For Security Audits**  
-1. Run a security scan:  
-   ```bash
-   deep-solana-r1 scan --contract my_program.so
-   ```  
-2. Review the security report:  
-   ```json
-   {
-     "Risk Score": 2,
-     "Compute Unit Efficiency": "High",
-     "Vulnerabilities": [],
-     "Optimization Suggestions": []
-   }
-   ```  
-
----
-
-## **Ethical Considerations**  
-- **Privacy**: All transaction data is anonymized.  
-- **Transparency**: Datasets and code are open-source and auditable.  
-- **Energy Efficiency**: Recursive proofs reduce blockchain energy consumption by **63%**.  
-
----
-
-## **Limitations**  
-- **Quantum Vulnerability**: Not yet quantum-safe (planned for Q4 2024).  
-- **Adoption Curve**: Requires integration with existing Solana dApps.  
-
----
-
-## **Future Work**  
-- **Quantum-Safe Proofs**: Integration of ML-weakened lattices.  
-- **Decentralized Prover Networks**: Proof staking for enhanced scalability.  
-
----
-
-## **Citation**  
-If you use Deep Solana R1 in your research or projects, please cite:  
-```bibtex
-@misc{deepsolanar1,
-  title={Deep Solana R1: A Novel Framework for AI-Guided Recursive Zero-Knowledge Proofs on High-Performance Blockchains},
-  author={8 Bit Labs, Solana Labs, DeepSeek},
-  year={2024},
-  url={https://github.com/8bit-org/DeepSolanaR1}
-}
-```  
-
----
-
-## **License**  
-Apache 2.0  
-
----
-
-## **Contact**  
-For questions, collaborations, or support, contact:  
-- **Email**: support@8bit.org  
-- **GitHub**: [github.com/8bit-org/DeepSolanaR1](https://github.com/8bit-org/DeepSolanaR1)  
-
----
-
-**Visuals**:  
-- **Architecture Diagram**: [Link](https://i.imgur.com/deepseekzk.png)  
-- **Performance Benchmarks**: [Link](https://i.imgur.com/energyplot.png)  
-
----
-
-**Welcome to the future of Solana development. Fast, secure, and smarter than ever.** 🚀  
-
-- 🐾 Chesh
+            name: Average Cross-Chain Latency (seconds)