Forward-looking only—see MegaContext PRD Index for the active POR.

Collects forward-looking themes and ideas related to the future of MegaContext tech. Each subpage keeps the speculative discussion alive while the corresponding PRD owns implementation details.


  • Grand Vision
    • Why MegaContext matters long term and future directions.
    • Persistent memory, dynamic attention, core knowledge, agentic workflows, future directions.
  • Cognitive Core
    • Blueprint for compact reasoning models backed by MegaContext.
    • Components, training loop, benefits, research directions, knowledge curation guidance.
  • MegaPrediction
    • Speculative planning inside the gist tree.
    • Present cursor, latent planning techniques, hierarchical refinement, training/evaluation signals.
  • MegaCuration
    • Learned pruning of MegaContext based on LensNet focus telemetry.
    • Signals, guardrails, and automation strategies for keeping the tree compact without losing critical detail.
  • Realtime Scenarios
    • Near infinite context unlocks exciting new real-time AI scenarios like Robotics