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feat(coordinator-api): enhance reinforcement learning service with PyTorch-based PPO, SAC, and Rainbow DQN implementations

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- Add PyTorch neural network implementations for PPO, SAC, and Rainbow DQN agents with GPU acceleration
- Implement PPOAgent with actor-critic architecture, clip ratio, and entropy regularization
- Implement SACAgent with separate actor and dual Q-function networks for continuous action spaces
- Implement RainbowDQNAgent with dueling architecture and distributional RL (51 atoms
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oib
2026-03-01 00:18:14 +01:00
parent 94b9bbc7f0
commit 7e9ba75f6c
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docs/10_plan/00_nextMileston.md
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@@ -160,8 +160,8 @@ Strategic code development focus areas for the next phase:
### Q3 2026 (Weeks 13-24) - CURRENT PHASE
- **Weeks 13-16**: Smart Contract Development - Cross-chain contracts and DAO frameworks ✅ COMPLETE
- **Weeks 17-20**: Advanced AI Features and Optimization Systems 🔄 NEXT
- **Weeks 21-24**: Enterprise Integration APIs and Scalability Optimization 🔄 FUTURE
- **Weeks 17-20**: Advanced AI Features and Optimization Systems ✅ COMPLETE
- **Weeks 21-24**: Enterprise Integration APIs and Scalability Optimization 🔄 NEXT
### Q4 2026 (Weeks 25-36) - FUTURE PLANNING
- **Weeks 25-28**: Global Expansion APIs and Multi-Region Optimization 🔄 FUTURE
@@ -196,14 +196,15 @@ Strategic code development focus areas for the next phase:
4. **✅ COMPLETE**: Developer platform and global DAO implementation
### 🔄 Next Phase Development Steps
5. **🔄 NEXT**: Smart Contract Development - Cross-chain contracts and DAO frameworks
6. **🔄 FUTURE**: Advanced AI features and optimization systems
5. **✅ COMPLETE**: Smart Contract Development - Cross-chain contracts and DAO frameworks
6. **✅ COMPLETE**: Advanced AI features and optimization systems
7. **🔄 NEXT**: Enterprise Integration APIs and Scalability Optimization
### 🎯 Priority Focus Areas for Next Phase
- **Smart Contract Development**: Cross-chain contracts and DAO frameworks
- **Advanced AI Features**: Enhanced AI capabilities and performance optimization
- **Enterprise Integration**: APIs and scalability optimization for enterprise clients
- **Security & Compliance**: Advanced security frameworks and regulatory compliance
- **Global Expansion**: Multi-region optimization and global deployment
- **Next-Generation AI**: Advanced agent capabilities and autonomous systems
---