Create Autonomous Decision-Making Framework

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Description

Implement an autonomous decision-making framework that enables the system to make strategic decisions with minimal human oversight:

1. **Decision Context Engine**
   - Business rule processing and validation
   - Constraint satisfaction checking
   - Risk assessment and mitigation planning
   - Stakeholder impact analysis

2. **Decision Algorithms**
   - Multi-criteria decision analysis (MCDA)
   - Real-time optimization algorithms
   - Game theory for competitive scenarios
   - Machine learning for pattern-based decisions

3. **Decision Transparency System**
   - Explainable AI for decision rationale
   - Decision audit trails with timestamps
   - Confidence scoring for each decision
   - Alternative options exploration

4. **Decision Safeguards**
   - Escalation triggers for high-impact decisions
   - Human-in-the-loop for critical paths
   - Decision rollback capabilities
   - A/B testing for validation

5. **Learning and Adaptation**
   - Decision outcome tracking
   - Success rate optimization
   - Continuous model improvement
   - Pattern recognition for future decisions

The framework should handle tactical decisions (resource allocation) and strategic decisions (feature prioritization).