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Memory and context

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 · System terminal instances are controlled and monitored via MCP (Model Context Protocol) integration using Cmax.
  • 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.
  • 12 Oct 2026: Said to exist · The memory substrate utilizes isolated memory strips assigned per user to ensure context isolation and persistent multi-session memory.
  • 5 Oct 2026: Said to exist · Speaker 1 uses cmux on macOS as an MCP-driven terminal tool to orchestrate Claude CLI sessions and agent swarms.
  • 5 Oct 2026: Said to exist · Machine World core architecture revolves around a local memory management module that loads workflow memory snapshots into agents.
  • 28 Sep 2026: Planned · The engineering team must build the harness while Speaker 1 completes the Cessation memory MCP backend.
  • 28 Sep 2026: Said to be in progress · The Cessation memory MCP server is being built to provide Memory as a Service and manage context token bloat across swarms.
  • 28 Sep 2026: Planned · The harness will be released as open-source before releasing the commercial Memory as a Service offering.
  • 28 Sep 2026: Said to exist · Machine World's premium offering is a memory management service that prevents users from having to repeat instructions to models.
  • 21 Sep 2026: Said to exist · An MCP server modeled on the [doctrine term] causal doctrine has been developed to handle memory decay and context cessation.
  • 2 Mar 2026: Said to exist · The system retains conversational and project context in memory, allowing users to recollect project artifacts and execute tasks with an agent swarm.
  • 2 Feb 2026: Decided · User interactions, common patterns, and structured concept states will be persisted in a vector database to enable personalized agent memory.
  • 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.
  • 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 (20)
  • 5 Oct 2026: Decided · The memory system is synced with Abhidhamma [doctrine term] principles to prevent unwholesome states (raga, dosa, moha) and eliminate reward hacking.
  • 5 Oct 2026: Idea · Store teacher poster template structures in memory to dynamically generate poster variants at minimal token cost.
  • 5 Oct 2026: Decided · The Cessation memory MCP service automatically releases stale context content to prevent drift and maintain operational clarity.
  • 5 Oct 2026: Decided · Increasing context size causes objective drift and information tailing in AI conversations.
  • 5 Oct 2026: Idea · Machine World interface harness connects connected devices including mobile phones, TVs, laptops, and home appliances with dynamic rendered context.
  • 28 Sep 2026: Decided · The memory service includes a decay function that naturally controls what the system retains and forgets.
  • 21 Sep 2026: Idea · 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.
  • 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.
  • 6 Jul 2026: Open · Current LLM research suffers from context bloat because context is copied forward rather than experiencing natural decay (cessation).
  • 6 Jul 2026: Decided · The secure vault generates short-lived session tokens valid for 30 seconds or a few minutes.
  • 9 Feb 2026: Planned · Integrate a Vector Database to store conversation history and context per user.
  • 2 Feb 2026: Decided · The system will utilize Docker containers running MCP (Model Context Protocol) tooling with mapped file systems and injected secret token bundles.
  • 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.
  • 12 Jan 2026: Decided · The Machine World system architecture uses YAML files for skill and context definitions and Python files for executable logic.
  • 15 Dec 2025: Decided · The Machine World system incorporates regenerative memory into prompts to retain corrections and prevent repeat mistakes.
  • 15 Dec 2025: Idea · Agent skills will be exposed to other agents using MCP (Model Context Protocol) and Agent-to-Agent (A2A) protocols.
  • 11 Aug 2025: Idea · User interactions, conversations, and UI preferences should be saved in dedicated user folders to allow personalized session re-generation like advanced cookies.
  • 11 Aug 2025: Idea · Machine World aims to generate dynamic UIs dynamically per user using four context/data layers rather than hosting static predefined backends.
  • 4 Aug 2025: Idea · The development workflow should move toward agentic architecture using context engineering, spec files, and agent-to-agent protocols rather than ad-hoc chat prompting.
  • 28 Jul 2025: Idea · Model Context Protocol (MCP) should be used to provide tools to LLMs for tasks such as web browsing and data scraping.