aitbc/docs/ROADMAP.md

AITBC Development Roadmap

This roadmap aggregates high-priority tasks derived from the bootstrap specifications in docs/bootstrap/ and tracks progress across the monorepo. Update this document as milestones evolve.

Upcoming Improvements (2026-02-14+)

High Priority - Security & Stability

• Rate Limiting

  • Replace in-memory rate limiter with Redis-backed implementation
  • Support for distributed rate limiting across multiple instances
  • Configurable limits per endpoint
  • Status: Pending implementation

• Request Validation Middleware

  • Add request size limits for all endpoints
  • Input sanitization for all user inputs
  • SQL injection and XSS prevention
  • Status: Pending implementation

• Audit Logging

  • Comprehensive audit logging for sensitive operations
  • Track: API key usage, admin actions, configuration changes
  • Integration with existing AuditLogger class
  • Status: Pending implementation

Medium Priority - Performance & Quality

• Redis-backed Mempool (Production)

  • Add Redis adapter for mempool in production
  • Support for distributed mempool across nodes
  • Better persistence and recovery
  • Status: Pending implementation

• Async I/O Conversion

  • Convert blocking I/O operations to async where possible
  • Use aiohttp or httpx async clients for external API calls
  • Async database operations with SQLModel
  • Status: Pending implementation

• Custom Business Metrics

  • Add Prometheus metrics for business logic
  • Track: jobs created, miners registered, payments processed
  • Custom dashboards for operational visibility
  • Status: Pending implementation

Low Priority - Polish & Documentation

• API Documentation Enhancement

  • Add detailed endpoint descriptions
  • Include request/response examples
  • Add code samples for common operations
  • Status: Pending implementation

• Architecture Diagrams

  • Create architecture diagrams for docs/
  • Include data flow diagrams
  • Service interaction diagrams
  • Deployment architecture diagrams
  • Status: Pending implementation

• Operational Runbook

  • Create operational runbook for production
  • Include: deployment procedures, troubleshooting guides
  • Escalation procedures and contact information
  • Status: Pending implementation

• Chaos Engineering Tests

  • Add tests for service failures
  • Test network partitions and recovery
  • Simulate database outages
  • Status: Pending implementation

Stage 23 — Publish v0.1 Release Preparation [PLANNED]

Prepare for the v0.1 public release with comprehensive packaging, deployment, and security measures.

Package Publishing Infrastructure

Deployment Automation

• System Service One-Command Setup 🔄
  • Create comprehensive systemd service configuration
  • Implement one-command deployment script (./deploy.sh)
  • Add environment configuration templates (.env.example)
  • Configure service health checks and monitoring
  • Create service dependency management and startup ordering
  • Add automatic SSL certificate generation via Let's Encrypt

Security & Audit

• Professional Security Audit 🔄
  • Engage third-party security auditor for critical components
  • Perform comprehensive Circom circuit security review
  • Audit ZK proof implementations and verification logic
  • Review token economy and economic attack vectors
  • Document security findings and remediation plan
  • Implement security fixes and re-audit as needed

Repository Optimization

Distribution & Binaries

• Prebuilt Miner Binaries 🔄
  • Build cross-platform miner binaries (Linux, Windows, macOS)
  • Integrate vLLM support for optimized LLM inference
  • Create binary distribution system via GitHub Releases
  • Add automatic binary building in CI/CD pipeline
  • Create installation guides and binary verification instructions
  • Implement binary signature verification for security

Release Documentation

• Technical Documentation 🔄
  • Complete API reference documentation
  • Create comprehensive deployment guide
  • Write security best practices guide
  • Document troubleshooting and FAQ
  • Create video tutorials for key workflows

Quality Assurance

• Testing & Validation 🔄
  • Complete end-to-end testing of all components
  • Perform load testing for production readiness
  • Validate cross-platform compatibility
  • Test disaster recovery procedures
  • Verify security measures under penetration testing

Release Timeline

Component	Target Date	Priority	Status
PyPI packages	Q2 2026	High	🔄 In Progress
npm packages	Q2 2026	High	🔄 In Progress
Prebuilt binaries	Q2 2026	Medium	🔄 Planned
Documentation	Q2 2026	High	🔄 In Progress

AITBC Uniqueness — Competitive Differentiators

Advanced Privacy & Cryptography

• Full zkML + FHE Integration

  • Implement zero-knowledge machine learning for private model inference
  • Add fully homomorphic encryption for private prompts and model weights
  • Enable confidential AI computations without revealing sensitive data
  • Status: Research phase, prototype development planned Q3 2026

• Hybrid TEE/ZK Verification

  • Combine Trusted Execution Environments with zero-knowledge proofs
  • Implement dual-layer verification for enhanced security guarantees
  • Support for Intel SGX, AMD SEV, and ARM TrustZone integration
  • Status: Architecture design, implementation planned Q4 2026

Decentralized AI Economy

• On-Chain Model Marketplace

  • Deploy smart contracts for AI model trading and licensing
  • Implement automated royalty distribution for model creators
  • Enable model versioning and provenance tracking on blockchain
  • Status: Smart contract development, integration planned Q3 2026

• Verifiable AI Agent Orchestration

  • Create decentralized AI agent coordination protocols
  • Implement agent reputation and performance tracking
  • Enable cross-agent collaboration with cryptographic guarantees
  • Status: Protocol specification, implementation planned Q4 2026

Infrastructure & Performance

• Edge/Consumer GPU Focus

  • Optimize for consumer-grade GPU hardware (RTX, Radeon)
  • Implement edge computing nodes for low-latency inference
  • Support for mobile and embedded GPU acceleration
  • Status: Optimization in progress, full rollout Q2 2026

• Geo-Low-Latency Matching

  • Implement intelligent geographic load balancing
  • Add network proximity-based job routing
  • Enable real-time latency optimization for global deployments
  • Status: Core infrastructure implemented, enhancements planned Q3 2026

Competitive Advantages Summary

Feature	Innovation	Target Date	Competitive Edge
zkML + FHE	Privacy-preserving AI	Q3 2026	First-to-market with full privacy
Hybrid TEE/ZK	Multi-layer security	Q4 2026	Unmatched verification guarantees
On-Chain Marketplace	Decentralized AI economy	Q3 2026	True ownership and royalties
Verifiable Agents	Trustworthy AI coordination	Q4 2026	Cryptographic agent reputation
Edge GPU Focus	Democratized compute	Q2 2026	Consumer hardware optimization
Geo-Low-Latency	Global performance	Q3 2026	Sub-100ms response worldwide

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Phase 5: Integration & Production Deployment - 🔄 IN PROGRESS

Start Date: February 27, 2026
Duration: 10 weeks (February 27 - May 6, 2026)
Status: 🔄 PLANNING AND PREPARATION

Phase 5.1: Integration Testing & Quality Assurance (Weeks 1-2) 🔄 IN PROGRESS

• Task Plan 25: Integration Testing & Quality Assurance - ✅ COMPLETE
• Implementation: Ready to begin comprehensive testing
• Resources: 2-3 QA engineers, 2 backend developers, 2 frontend developers
• Timeline: February 27 - March 12, 2026

Phase 5.2: Production Deployment (Weeks 3-4) 🔄 PLANNED

• Task Plan 26: Production Deployment Infrastructure - ✅ COMPLETE
• Implementation: Ready to begin production deployment
• Resources: 2-3 DevOps engineers, 2 backend engineers, 1 database administrator
• Timeline: March 13 - March 26, 2026

Phase 5.3: Market Launch & User Onboarding (Weeks 5-6) 🔄 PLANNED

• Implementation: Market launch preparation and user onboarding
• Resources: Marketing team, support team, community managers
• Timeline: March 27 - April 9, 2026

Phase 5.4: Scaling & Optimization (Weeks 7-10) 🔄 PLANNED

• Implementation: Scale platform for production workloads
• Resources: Performance engineers, infrastructure team
• Timeline: April 10 - May 6, 2026

Current Project Status

Current Phase

• 🔄 Phase 5: Integration & Production Deployment - IN PROGRESS

Upcoming Phases

• 📋 Phase 6: Multi-Chain Ecosystem & Global Scale - PLANNED

Next Steps

Immediate Actions (Week 1)

1. Begin Integration Testing: Start comprehensive end-to-end testing
2. Backend Integration: Connect frontend components with backend services
3. API Testing: Test all API endpoints and integrations
4. Performance Testing: Load testing and optimization
5. Security Testing: Begin security audit and testing

Short-term Actions (Weeks 2-4)

1. Complete Integration Testing: Finish comprehensive testing
2. Production Infrastructure: Set up production environment
3. Database Migration: Migrate to production database
4. Smart Contract Deployment: Deploy to mainnet
5. Monitoring Setup: Implement production monitoring

Medium-term Actions (Weeks 5-10)

1. Production Deployment: Deploy complete platform to production
2. User Acceptance Testing: User feedback and iteration
3. Market Launch: Prepare for market launch
4. User Onboarding: Conduct user training and onboarding
5. Scaling & Optimization: Scale platform for production workloads

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This roadmap continues to evolve as we implement new features and improvements.