self-optimization

- Improving routing and agent selection over time - Adapting to new project patterns without forgetting old ones - Building cross-session intelligence ## SONA Cycle 1. **Extract Patterns** - Mine execution data for recurring patterns 2. **RETRIEVE** - Search ReasoningBank for matching trajectories 3. **JUDGE** - Evaluate trajectory applicability in current context 4. **DISTILL** - Compress and store new entries 5. **Adapt** - Update weights with EWC++ regularization ## Anti-Forgetting (EWC++) - Elastic Weight Consolidation prevents overwriting previously learned patterns - Fisher information matrix tracks parameter importance - Configurable regularization penalty for new adaptations ## RL Algorithms Q-Learning, SARSA, PPO, DQN, A2C, TD3, SAC, DDPG, Rainbow ## Agents Used - `agents/optimizer/` - Performance tuning - `agents/adaptive-queen/` - Real-time adaptation ## Tool Use Invoke via babysitter process: `methodologies/ruflo/ruflo-intelligence`