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Memory and context

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.

Decisions

  • 2026-W06 CONFIRMED: User interactions, common patterns, and structured concept states will be persisted in a vector database to enable personalized agent memory. (src-b612a1e5b0 @ 00:10:00)

Plans

  • 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 harness will be released as open-source before releasing the commercial Memory as a Service offering. (src-13fc0f9115)

Proposals

  • 2025-W32 PROPOSED, medium confidence: The development workflow should move toward agentic architecture using context engineering, spec files, and agent-to-agent protocols rather than ad-hoc chat prompting. (src-23e82f4d71 @ 00:20:00)
  • 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: Use specialized decision-making models (such as Jett or open-source decision engines) rather than expensive general LLMs to make conditional choices without paying high output token costs. (src-3b4db21ed4)
  • 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)
  • 2026-W40 PLANNED: The engineering team must build the harness while Speaker 1 completes the cessation memory MCP backend. (src-13fc0f9115)

Problems

  • 2026-W28 UNRESOLVED: Current LLM research suffers from context bloat because context is copied forward rather than experiencing natural decay (cessation). (src-dadb4daf5f @ 00:15:00)

Features mentioned

  • 2025-W33 PROPOSED: User interactions, conversations, and UI preferences should be saved in dedicated user folders to allow personalized session re-generation like advanced cookies. (src-8fd4bc579e @ 00:25:00)
  • 2026-W10 IMPLEMENTED: The system retains conversational and project context in memory, allowing users to recollect project artifacts and execute tasks with an agent swarm. (src-c77b42478f @ 00:00:00)
  • 2026-W40 IMPLEMENTED: Machine World's premium offering is a memory management service that prevents users from having to repeat instructions to models. (src-13fc0f9115)
  • 2026-W40 IMPLEMENTED: The cessation memory MCP server is being built to provide Memory as a Service and manage context token bloat across swarms. (src-13fc0f9115)
  • 2026-W41 PROPOSED: Machine World interface harness connects connected devices including mobile phones, TVs, laptops, and home appliances with dynamic rendered context. (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)
  • 2026-W42 IMPLEMENTED: System terminal instances are controlled and monitored via MCP (Model Context Protocol) integration using Cmax. (src-93d91aeca1)

Technical details

  • 2025-W31 PROPOSED: Model Context Protocol (MCP) should be used to provide tools to LLMs for tasks such as web browsing and data scraping. (src-1a1fced380 @ 00:25:00)
  • 2025-W33 PROPOSED: Machine World aims to generate dynamic UIs dynamically per user using four context/data layers rather than hosting static predefined backends. (src-8fd4bc579e @ 00:00:00)
  • 2025-W51 PROPOSED: Agent skills will be exposed to other agents using MCP (Model Context Protocol) and Agent-to-Agent (A2A) protocols. (src-cb9cd2e6f3 @ 00:05:00)
  • 2025-W51 CONFIRMED: The Machine World system incorporates regenerative memory into prompts to retain corrections and prevent repeat mistakes. (src-cb9cd2e6f3 @ 00:25:00)
  • 2026-W03 CONFIRMED: The Machine World system architecture uses YAML files for skill and context definitions and Python files for executable logic. (src-cfd51c6172 @ 00:15:00)
  • 2026-W06 CONFIRMED: The system will utilize Docker containers running MCP (Model Context Protocol) tooling with mapped file systems and injected secret token bundles. (src-b612a1e5b0 @ 00:15:00)
  • 2026-W07 PLANNED: Integrate a Vector Database to store conversation history and context per user. (src-7d6f99df81 @ 00:20:00)
  • 2026-W28 CONFIRMED: The secure vault generates short-lived session tokens valid for 30 seconds or a few minutes. (src-dadb4daf5f @ 00:10:00)
  • 2026-W39 IMPLEMENTED: An MCP server modeled on the [doctrine term] causal doctrine has been developed to handle memory decay and context cessation. (src-3b4db21ed4)
  • 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)
  • 2026-W40 CONFIRMED: The memory service includes a decay function that naturally controls what the system retains and forgets. (src-13fc0f9115)
  • 2026-W41 IMPLEMENTED: Machine World core architecture revolves around a local memory management module that loads workflow memory snapshots into agents. (src-165c55b513)
  • 2026-W41 CONFIRMED: Increasing context size causes objective drift and information tailing in AI conversations. (src-165c55b513)
  • 2026-W41 CONFIRMED: The cessation memory MCP service automatically releases stale context content to prevent drift and maintain operational clarity. (src-165c55b513)
  • 2026-W41 IMPLEMENTED: Speaker 1 uses cmux on macOS as an MCP-driven terminal tool to orchestrate Claude CLI sessions and agent swarms. (src-165c55b513)
  • 2026-W41 CONFIRMED: The memory system is synced with Abhidhamma [doctrine term] principles to prevent unwholesome states (raga, dosa, moha) and eliminate reward hacking. (src-165c55b513)
  • 2026-W42 IMPLEMENTED: The memory substrate utilizes isolated memory strips assigned per user to ensure context isolation and persistent multi-session memory. (src-93d91aeca1)