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Infrastructure, hosting and tooling

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

Decisions, plans and what was built

  • 12 Oct 2026: Planned · The initial Alpha release will focus on bare-minimum usability without payments, registration tracking, or cloud backups.
  • 12 Oct 2026: Planned · The backend server deployment is being evaluated for hosting on Fly.io using a pay-per-use compute architecture.
  • 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.
  • 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.
  • 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: Planned · Speaker 2 should read the system README file to understand the architecture and report back if explanations are required.
  • 2 Mar 2026: Said to exist · The core portion of the native AI system has been deployed and exposed for Speaker 2's specific machine requirements.
  • 23 Feb 2026: Said to exist · Connecting or pushing to the repo automatically triggers updates on the live demo site.
  • 9 Feb 2026: Planned · Speaker 2 and [name withheld] will test and configure the backend hosting on the sub-domain server.
  • 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.
  • 19 Jan 2026: Planned · Transition to self-hosting custom models in later stages to eliminate variable third-party model costs.
  • 19 Jan 2026: Decided · Use Discord server as the primary messaging integration over MS Teams for office communication testing.
  • 15 Dec 2025: Said to exist · [name withheld] created a separate Git repository that renders inner detail pages only when corresponding song content exists.
  • 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.
  • 13 Oct 2025: Decided · Keep the backend light and do not build custom front-ends or back-ends beyond Firebase.
  • 1 Sep 2025: Said to exist · The project is currently hosted on Vercel by pushing Cursor-developed code to a GitHub repository.
  • 1 Sep 2025: Planned · Fix the mobile heading styling and replace server profile content.
  • 4 Aug 2025: Said to exist · The initial prototype is hosted on Vercel without an attached physical database.
  • 28 Jul 2025: Planned · Speaker 2 and [name withheld] will use an AI-assisted tool or crawler to fetch songs from SoundCloud and group them by common lyrics and meanings.
Ideas, questions and details (18)
  • 5 Oct 2026: Idea · Machine World interface harness connects connected devices including mobile phones, TVs, laptops, and home appliances with dynamic rendered context.
  • 9 Feb 2026: Idea · Use Docker MCP containers or Antigravity MCP tools for standardizing agent tool execution.
  • 9 Feb 2026: Planned · Deploy per-user Docker containers with injected API keys, GitHub tokens, and MCP tools to isolate execution environments.
  • 9 Feb 2026: Idea · Host the bot service on a Machine World sub-domain server endpoint.
  • 2 Feb 2026: Idea · Music releases should target international audiences in English rather than the local Sri Lankan market, utilizing platforms like SoundCloud.
  • 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 · The AI architecture must transition from reactive, human-prompted execution to proactive, autonomous operation inside Docker containers.
  • 12 Jan 2026: Idea · Add a pre-commit hook or GitHub Actions CI pipeline to execute functional regression tests before code is committed or merged.
  • 15 Dec 2025: Idea · Multi-user authentication for the frontend should support Google login via Firebase or OpenRouter.
  • 13 Oct 2025: Idea · Expose the Citta-Cetasika website as an MCP server for AI agents to query mental states and enable voice navigation.
  • 22 Sep 2025: Decided · SoundCloud provides a dynamic drag-to-resize box feature when modifying track descriptions.
  • 1 Sep 2025: Idea · Explore running native voice-interactive chat bots using Vercel AI SDK or AWS Bedrock integration.
  • 1 Sep 2025: Decided · The Vercel Pro subscription plan is noted at $20 per month.
  • 1 Sep 2025: Idea · Add small logos for SoundCloud, YouTube channel, and future references next to project titles (Inner Realm, Spark, Marga Sakaccha).
  • 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 team considers exploring GitHub Spark and testing access via VPN if geographic or waitlist restrictions apply.
  • 4 Aug 2025: Idea · SoundCloud should be used as the audio backend streaming directly on the site rather than allowing users to download files.
  • 28 Jul 2025: Idea · Development should utilize IDEs supporting AI agents such as Cursor, Windsurf, or VS Code with GitHub Copilot.