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