Harness, agents and self-improvement¶

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 backend execution engine runs a Recursive Self-Improvement (RSI) loop optimized for agent creation and iterative fine-tuning.
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: Planned · Open source the Machine World interface harness so users can load it across CLI, desktop, and web environments.
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: Planned · The initial target workflow models a triad of teacher, student, and parent roles.
28 Sep 2026: Decided · Speaker 1 will serve as the first testing customer for the harness prototype.
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.
21 Sep 2026: Planned · Showcase the depth of Machine World, Inner Realm, and Marga Sakaccha together by creating story-driven visual episodes demonstrating real workflow automation.
21 Sep 2026: Planned · Provide end users a default vanilla harness on Machine World where task-specific AI agents can be dynamically loaded and attached.
6 Jul 2026: Planned · Speaker 2 needs to create an agent to automate the setup of trial accounts and synthetic datasets for live testbed testing.
6 Jul 2026: Planned · Expose the CLI config harness through a local web server bridge to connect with front-end dynamic UI designs.
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.
23 Feb 2026: Planned · Speaker 1 will share resources and links regarding Claude/agent skills and MCP with [name withheld].
2 Feb 2026: Planned · [names withheld] will collaborate to build an automated reel generation agent using templates, style guides, and video model tokens.
2 Feb 2026: Planned · The development team will test the agent container locally via Docker Compose before hosting on a dedicated domain or cloud server.
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.
15 Dec 2025: Planned · Test the inner page workflow using the released track 'Vali Val' using meaning text from its pinned comment.
15 Dec 2025: Planned · Speaker 1 plans to have a shareable version of the AIware system ready after Christmas.
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.
13 Oct 2025: Planned · Hold a weekly two-hour sync call among team members to align on AI workflows and Git repositories.
1 Sep 2025: Planned · Develop a storyboard depicting four tribal archetypes—Lakshana (Raga/passion), Naga, Deva, and Yaksha (Dvesha/aversion)—calming down upon hearing Dhamma.
11 Aug 2025: Planned · Speaker 2 will set up and test an agentic workflow using n8n for their multimedia production pipeline.
4 Aug 2025: Said to exist · The developers rolled back the site to a previous working version after encountering issues with recent modifications.

Ideas, questions and details (29)

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: Idea · The harness should load on top of OpenRouter to connect flexibly to any required underlying model or API.
28 Sep 2026: Decided · The harness is defined purely declaratively as a description containing a system part and a user part, which a runner dynamically renders into a UI.
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.
28 Sep 2026: Decided · The harness allows attaching long-running agents that pass through a Recursive Self-Improvement (RSI) cycle.
28 Sep 2026: Decided · Machine World provides a harness to give users configuration capability over long horizon agents.
21 Sep 2026: Decided · Agent-to-agent transactions using tokens can leverage emerging infrastructure such as Stripe's agent transaction capabilities.
21 Sep 2026: Idea · Integrate third-party transport networks and local services via APIs into calendar agents to schedule commutes and pick-ups automatically.
6 Jul 2026: Idea · The output evaluation judge model must be trained on a completely different dataset to prevent bias in self-improvement loops.
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 Mar 2026: Decided · The system architecture is a native AI backbone where layer-level orchestration manages different AI functions, omni models, and tool calls.
23 Feb 2026: Idea · The automated agent architecture will combine agent skills and MCP tools to manage audio processing and distribution.
9 Feb 2026: Idea · Use Docker MCP containers or Antigravity MCP tools for standardizing agent tool execution.
2 Feb 2026: Decided · OpenRouter does not provide video generation models, requiring external API endpoints and tokens for video workflows.
2 Feb 2026: Planned · The final product is planned to be voice-only, using an intermediary mini-agent to synthesize concise spoken summaries rather than reading raw text.
2 Feb 2026: Idea · The agent system should expose webhook integrations to connect directly with messaging apps like WhatsApp for regular user communication.
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.
2 Feb 2026: Idea · The AI architecture must transition from reactive, human-prompted execution to proactive, autonomous operation inside Docker containers.
15 Dec 2025: Idea · Agent skills will be exposed to other agents using MCP (Model Context Protocol) and Agent-to-Agent (A2A) protocols.
13 Oct 2025: Idea · Expose the Citta-Cetasika website as an MCP server for AI agents to query mental states and enable voice navigation.
11 Aug 2025: Idea · Human-in-the-loop intervention should remain available for intermediate steps where AI outputs need manual fine-tuning.
11 Aug 2025: Idea · The team should examine the A to A (agent-to-agent) protocol to govern interactions among multiple autonomous agents.
11 Aug 2025: Idea · For cost efficiency or local execution, open-source models running on local Llama can be integrated into the workflow instead of paid token APIs.
11 Aug 2025: Idea · An AI orchestrator handles multimodal input and decides whether to route requests to text, audio, video, or 3D depth modules.
11 Aug 2025: Idea · The multi-agent system should achieve over 80% to 90% accuracy once weight adjustments and workflow dynamic fine-tuning are completed.
11 Aug 2025: Idea · Use n8n containerized flow models to automate repetitive development tasks across chained AI agents with specific tooling access.
11 Aug 2025: Idea · The website should enable cross-navigation between all seven song versions, showing each version's story, audio narrative, visual music patterns, and creation tools.
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 · Development should utilize IDEs supporting AI agents such as Cursor, Windsurf, or VS Code with GitHub Copilot.