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Education and applicability

What was said about this, newest first. For what exists today, see feature status.

Decisions, plans and what was built

  • 12 Oct 2026: Said to exist · The memory system includes a natural cessation/decay factor that automatically forgets stale or inactive data based on usage procedures.
  • 5 Oct 2026: Said to exist · The educational portal prototype supports distinct views for Teachers, Students, and Parents.
  • 28 Sep 2026: Planned · The initial target workflow models a triad of teacher, student, and parent roles.
  • 29 Dec 2025: Planned · Connect with [name withheld] and monastic teachers at Maggavihara to model [doctrine term] conditional relations between mental states in the next version.
  • 29 Dec 2025: Planned · Once the application is usable, connect it to the original Marga Sakaccha platform, and subsequently connect it to machinelearning.io for release.
  • 8 Dec 2025: Planned · [name withheld] or [name withheld] will schedule a screen-sharing session to teach [name withheld] basic Git and repository commit workflows.
Ideas, questions and details (6)
  • 5 Oct 2026: Idea · Store teacher poster template structures in memory to dynamically generate poster variants at minimal token cost.
  • 28 Sep 2026: Idea · Agentic swarms should use an outer-loop shared public ledger or message board where each agent records discoveries for others to learn from.
  • 21 Sep 2026: Idea · Integrate third-party transport networks and local services via APIs into calendar agents to schedule commutes and pick-ups automatically.
  • 21 Sep 2026: Decided · The Cessation context decay function achieves an estimated 30x to 40x token reduction by transmitting only essential memory into inference thinking stages.
  • 2 Mar 2026: Idea · Agents are coordinated using skills, hooks (execution triggers based on actions or schedules), and commands (workflow procedures like subtitle injection).
  • 2 Feb 2026: Idea · Scheduled cron jobs running every 2 to 10 minutes will autonomously monitor Gmail, filter spam, and alert users only when critical conditions are met.