The Road Ahead
Near-Term
- Secure, adaptive vault compression pipeline
- Trust-weighted memory fallback mechanisms
- Multi-surface deployment architecture
- Adaptive multi-layer optimization model
Mid-Term
- Network-aware vault synchronization model
- Behavioral compression routing refinement
- Autonomous recovery and integrity cycles
- Training feedback for embedded logic modules
Long-Term
- 100+:1 compression scale pursuit
- Full-system memory orchestration engine
- Cross-domain input translation & fusion
- AGI-aligned vault continuum architecture