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Education and applicability

Items from the discussions that mention this topic, oldest first. Generated 2026-10-28T19:00:09. Current status of features is in feature-status; the owner's source of truth outranks anything said in a discussion.

Plans

  • 2026-W01 PLANNED: Once the application is usable, connect it to the original Marga Sakaccha platform, and subsequently connect it to machinelearning.io for release. (src-b9713fb12a @ 00:00:00)
  • 2026-W01 PLANNED: Connect with Ven. Sharada and monastic teachers at Maggavihara to model [doctrine term] conditional relations between mental states in the next version. (src-b9713fb12a @ 00:30:00)
  • 2026-W40 PLANNED: The initial target workflow models a triad of teacher, student, and parent roles. (src-13fc0f9115)

Proposals

  • 2026-W06 PROPOSED: Scheduled cron jobs running every 2 to 10 minutes will autonomously monitor Gmail, filter spam, and alert users only when critical conditions are met. (src-b612a1e5b0 @ 00:05:00)
  • 2026-W39 PROPOSED, medium confidence: Integrate third-party transport networks and local services via APIs into calendar agents to schedule commutes and pick-ups automatically. (src-3b4db21ed4)
  • 2026-W40 PROPOSED: Agentic swarms should use an outer-loop shared public ledger or message board where each agent records discoveries for others to learn from. (src-13fc0f9115)
  • 2026-W41 PROPOSED: Store teacher poster template structures in memory to dynamically generate poster variants at minimal token cost. (src-165c55b513)

Action items

  • 2025-W50 PLANNED: [name withheld] or [name withheld] will schedule a screen-sharing session to teach [name withheld] basic Git and repository commit workflows. (src-bb1e0e327c @ 00:35:00)

Features mentioned

  • 2026-W10 PROPOSED: Agents are coordinated using skills, hooks (execution triggers based on actions or schedules), and commands (workflow procedures like subtitle injection). (src-c77b42478f @ 00:10:00)
  • 2026-W41 IMPLEMENTED: The educational portal prototype supports distinct views for Teachers, Students, and Parents. (src-165c55b513)
  • 2026-W42 IMPLEMENTED: The memory system includes a natural cessation/decay factor that automatically forgets stale or inactive data based on usage procedures. (src-93d91aeca1)

Technical details

  • 2026-W39 CONFIRMED: The cessation context decay function achieves an estimated 30x to 40x token reduction by transmitting only essential memory into inference thinking stages. (src-3b4db21ed4)