docs: Restore full 5-phase development plan

- Phase 1-3: Complete (Foundation, Intelligence, Security)
- Phase 4: Planned (Scale & Performance)
- Phase 5: Planned (Enterprise & Compliance)
- Upload schedule and phase dependencies
- Quantum mission alignment (IQM, GQM, IAI)

Author: Abiress

PHASES.md

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+# Abir Market Sentinel - Development Phases
+
+## Phase 1: Foundation (Bedrock) ✅ Complete
+**Goal**: Core detection engine with quantum-safe storage
+
+### Features
+- [x] Project structure and documentation (matching abir-guard)
+- [x] Quantum security layer via Abir-Guard integration (ML-KEM-1024)
+- [x] Basic behavioral anomaly detection (Isolation Forest)
+- [x] Simple trade data ingestion (mock data)
+- [x] Basic flagging system with risk scoring
+- [x] GitHub repository setup with CI/CD workflows
+- [x] All documentation (README, LICENSE, CITATION.cff, etc.)
+
+### Quantum Features
+- ML-KEM-1024 integration via Abir-Guard
+- AES-256-GCM envelope encryption
+- Quantum vault for flagged trades
+
+---
+
+## Phase 2: Intelligence (AI Enhancement) ✅ Complete
+**Goal**: Intent-based detection with correlation engine
+
+### Features
+- [x] FinBERT intent analyzer
+- [x] Trade-news correlation engine
+- [x] Agent action correlation
+- [x] Advanced risk scoring algorithm
+- [x] Real-time detection API endpoint (Flask)
+- [x] News sentiment analysis pipeline
+
+### AI Upgrades
+- Multi-model ensemble detection
+- Intent scoring (not just anomaly)
+- Context-aware flagging
+- False positive reduction
+
+### Quantum Upgrades
+- Quantum-safe API authentication ready
+- Hybrid KEM for API endpoints (via abir-guard)
+- Enhanced key rotation policies
+
+---
+
+## Phase 3: Security Hardening ✅ Complete
+**Goal**: Enterprise-grade security with advanced threat detection
+
+### Features
+- [x] Advanced audit logging with SHA-256 hash chains
+- [x] Canary trade detection (honeypot trades)
+- [x] Quantum key rotation manager
+- [x] FIPS 140-3 compliance mode (framework)
+- [x] Differential privacy for trade patterns
+- [x] Spectre/Meltdown defense via noise injection
+
+### Security Upgrades
+- Tamper-evident audit logs with hash chain verification
+- Canary trades to detect data breaches
+- Automated key rotation based on usage/time
+- FIPS mode for NIST-approved algorithms only
+- Differential privacy with Laplace noise injection
+- Side-channel attack mitigation
+
+### Quantum Upgrades
+- ML-DSA-65 signatures ready (via abir-guard)
+- SHAMIR secret sharing ready (via abir-guard)
+- Argon2id KDF integration ready (via abir-guard)
+- Hybrid ML-KEM-1024 + X25519 operational
+
+---
+
+## Phase 4: Scale & Performance 📋 Planned
+**Goal**: Production-ready with real-time streaming detection
+
+### New Features
+- [ ] Distributed detection across nodes
+- [ ] Real-time streaming (Kafka/Event Hub integration)
+- [ ] GPU acceleration for model inference
+- [ ] Model versioning and A/B testing
+- [ ] Redis caching layer (quantum-encrypted)
+- [ ] Horizontal scaling support
+
+### Performance Upgrades
+- Batch processing for historical analysis
+- Model quantization for faster inference
+- Database optimization (time-series DB)
+- Load balancing for API endpoints
+
+### Quantum Upgrades
+- Quantum-safe load balancer communication
+- Distributed PQC key management
+- Cross-region quantum-safe replication
+
+---
+
+## Phase 5: Enterprise & Compliance 📋 Planned
+**Goal**: Full regulatory compliance and enterprise features
+
+### New Features
+- [ ] SEC Rule 10b-5 compliance reporting
+- [ ] MiFID II transaction reporting
+- [ ] Multi-tenant architecture
+- [ ] Web dashboard with real-time visualization
+- [ ] MCP server for AI agent integration
+- [ ] Export to regulatory formats (XML, JSON, PDF)
+
+### Enterprise Upgrades
+- Role-based access control (RBAC)
+- Multi-region deployment
+- SLA monitoring and alerting
+- White-label support
+
+### Quantum Upgrades
+- Post-quantum TLS 1.3 for all communications
+- Quantum random number generation
+- NIST PQC interoperability testing
+- Quantum readiness certification
+
+---
+
+## Upload Schedule
+
+| Phase | Status | Upload to GitHub? |
+|-------|--------|-------------------|
+| Phase 1 | ✅ Complete | No (waiting for Phase 3) |
+| Phase 2 | ✅ Complete | No (waiting for Phase 3) |
+| Phase 3 | ✅ Complete | **Yes - UPLOADED** |
+| Phase 4 | 📋 Planned | No |
+| Phase 5 | 📋 Planned | No |
+
+---
+
+## Phase Dependencies
+
+```
+Phase 1 (Foundation) ✅
+    ↓
+Phase 2 (Intelligence) ✅
+    ↓
+Phase 3 (Security) ✅
+    ↓
+    ★★★ UPLOADED TO GITHUB ★★★
+    ↓
+Phase 4 (Scale) 📋
+    ↓
+Phase 5 (Enterprise) 📋
+```
+
+---
+
+## Quantum Mission Alignment 🇮🇳🌍
+
+Each phase aligns with:
+- **🇮🇳 Indian Quantum Mission**: Quantum-resilient financial infrastructure
+- **🌍 Global Quantum Mission**: NIST FIPS 203/204 compliance
+- **🇮🇳🌍 Indian AI Mission**: Sovereign AI for market surveillance
+
+---
+
+**Current Status**: Phases 1-3 Complete - **UPLOADED TO GITHUB**
+**Repository**: https://github.com/Abiress/abir-market-sentinel
+**Next Phase**: Phase 4 - Scale & Performance