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Roadmap and future discussions

The owner's current roadmap (source of truth v4 + progress map v1, 2026-10-23)

No dates are given for unbuilt work; the map says "There are no percentages on unbuilt things and no dates for blank regions."

  • Pre-alpha (in build): hosted space on Fly.io with an observation page; owner gate and passkey; Demo 4 (laptop → phone across models, plus cross-model drift realignment); secure boot stages 2–3; public harness repo (after the guard freeze score); launch film Cut A, site with waitlist, connect page, claims register.
  • Alpha (designed): Demo 5, cost per session on the hosted alpha.
  • Beta (designed): blocking conscience at the actuation layer; first real-world trial Vimana Wasthu after beta.
  • Gamma (designed): shared spaces between people and companies; the claims register moving into the substrate.
  • Not scheduled (designed / blank): Demo 1 (forgetting over 100+ cycles), Demo 3 (blast-radius page), outer loops 1–3 (improvement loop suspended).
  • Vision: conditioned computation as a general way of programming; the seven dimensions.
  • Explicitly not in the plan: programmable pixels, pay-per-token pricing.

Website roadmap items (Android edge, iOS, web UI, Telegram, skill marketplace, managed tier) predate this and are not mentioned in v4; their status is open (open-questions Q1).

Plans, proposals and action items from the discussions

Generated 2026-10-28T19:00:09 from 20 documented sources. Newest week first.

2026-W42

  • PLANNED: The backend server deployment is being evaluated for hosting on Fly.io using a pay-per-use compute architecture. (src-93d91aeca1)
  • PROPOSED: The business marketing strategy should target the top 10% segment of industry experts rather than low-budget consumers. (src-93d91aeca1)

2026-W41

  • PLANNED: Create a promotional video demonstrating practical Machine World usage before public staging. (src-165c55b513)
  • PLANNED: Open source the Machine World interface harness so users can load it across CLI, desktop, and web environments. (src-165c55b513)
  • PROPOSED: Store teacher poster template structures in memory to dynamically generate poster variants at minimal token cost. (src-165c55b513)

2026-W40

  • PLANNED: The harness will be released as open-source before releasing the commercial Memory as a Service offering. (src-13fc0f9115)
  • 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)
  • PLANNED: The initial target workflow models a triad of teacher, student, and parent roles. (src-13fc0f9115)
  • PLANNED: The engineering team must build the harness while Speaker 1 completes the cessation memory MCP backend. (src-13fc0f9115)
  • PROPOSED: The harness should load on top of OpenRouter to connect flexibly to any required underlying model or API. (src-13fc0f9115)
  • PLANNED: The team should create an initial UI artifact prototype using Claude Design and share the artifact link with Speaker 1. (src-13fc0f9115)

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)
  • PLANNED: Provide end users a default vanilla harness on Machine World where task-specific AI agents can be dynamically loaded and attached. (src-3b4db21ed4)
  • 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)
  • PLANNED: Showcase the depth of Machine World, Inner Realm, and Marga Sakaccha together by creating story-driven visual episodes demonstrating real workflow automation. (src-3b4db21ed4)

2026-W28

  • PROPOSED: Open-source the lower-end Machine World models for free to Sri Lankan businesses. (src-dadb4daf5f @ 00:10:00)
  • PLANNED: Expose the CLI config harness through a local web server bridge to connect with front-end dynamic UI designs. (src-dadb4daf5f @ 00:20:00)
  • PLANNED: Speaker 2 needs to create an agent to automate the setup of trial accounts and synthetic datasets for live testbed testing. (src-dadb4daf5f @ 00:20:00)
  • PLANNED, medium confidence: Speaker 2 must provide a cost update around the 20th. (src-dadb4daf5f @ 00:25:00)

2026-W10

  • PLANNED: Speaker 2 must capture the inputs, actual outputs, and expected outputs whenever the system fails and forward them to [name withheld] for fine-tuning. (src-c77b42478f @ 00:00:00)
  • PROPOSED, medium confidence: Digital simulation interfaces are designed to be connected eventually to physical embodiment, enabling direct control in the physical plane. (src-c77b42478f @ 00:10:00)
  • PROPOSED: Trained and fine-tuned user skills will earn tokens when utilized by others, establishing a token economy capable of acquiring physical goods. (src-c77b42478f @ 00:10:00)
  • PLANNED: Speaker 2 should read the system README file to understand the architecture and report back if explanations are required. (src-c77b42478f @ 00:10:00)

2026-W09

  • PROPOSED: Consult Sarada Hamuduruwo to review and verify the complex Abhidhamma concepts modeled in the system. (src-49fef1fd41 @ 00:15:00)
  • PLANNED, medium confidence: Expose the validated website data via an MCP tool interface so external voice models and LLMs can accurately query and respond on Abhidhamma topics. (src-49fef1fd41 @ 00:35:00)
  • PLANNED: Once validated, the website content will be published to the public website. (src-49fef1fd41 @ 00:40:00)
  • PLANNED, medium confidence: The third milestone is developing visual representation components for Abhidhamma Citta and [doctrine term] causal relationships. (src-49fef1fd41 @ 00:40:00)
  • PLANNED, medium confidence: Speaker 1 will share resources and links regarding Claude/agent skills and MCP with [name withheld]. (src-49fef1fd41 @ 00:45:00)
  • PROPOSED: Utilize AI models supporting Sinhala, such as Gemini, along with OCR to assist in cross-checking and validating Dhamma text data against books. (src-49fef1fd41 @ 00:50:00)

2026-W07

  • PROPOSED: Define reel parameters using JSON or YAML schemas containing prompts, transitions, characters, and color palettes. (src-7d6f99df81 @ 00:05:00)
  • PROPOSED: Host the bot service on a Machine World sub-domain server endpoint. (src-7d6f99df81 @ 00:15:00)
  • PLANNED: Speaker 2 and [name withheld] will test and configure the backend hosting on the sub-domain server. (src-7d6f99df81 @ 00:55:00)

2026-W06

  • PROPOSED: The AI architecture must transition from reactive, human-prompted execution to proactive, autonomous operation inside Docker containers. (src-b612a1e5b0 @ 00:05:00)
  • 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)
  • PROPOSED: The agent system should expose webhook integrations to connect directly with messaging apps like WhatsApp for regular user communication. (src-b612a1e5b0 @ 00:05:00)
  • PLANNED: The development team will test the agent container locally via Docker Compose before hosting on a dedicated domain or cloud server. (src-b612a1e5b0 @ 00:25:00)
  • PLANNED: [name withheld] and [name withheld] will collaborate to build an automated reel generation agent using templates, style guides, and video model tokens. (src-b612a1e5b0 @ 00:30:00)
  • PROPOSED: Music releases should target international audiences in English rather than the local Sri Lankan market, utilizing platforms like SoundCloud. (src-b612a1e5b0 @ 00:45:00)

2026-W04

  • PROPOSED: Develop a Machine World POC integrating three core business systems (CRM, Financial, HR/Payroll) alongside Discord and Email. (src-fb68f8b8b1 @ 00:05:00)
  • PLANNED: Transition to self-hosting custom models in later stages to eliminate variable third-party model costs. (src-fb68f8b8b1 @ 00:15:00)
  • PLANNED: Connect [name withheld]'s completed Marga Sakaccha Dhamma study code to the Netlify front-end site. (src-fb68f8b8b1 @ 00:20:00)
  • PLANNED: Send an office laptop (i7 / 16-32GB RAM) to Sri Lanka within a month to support development work. (src-fb68f8b8b1 @ 00:45:00)

2026-W03

  • PROPOSED: Implement Test-Driven Development (TDD) with automated unit and integration tests across Python and YAML skill definitions. (src-cfd51c6172 @ 00:15:00)
  • PROPOSED: Add a pre-commit hook or GitHub Actions CI pipeline to execute functional regression tests before code is committed or merged. (src-cfd51c6172 @ 00:25:00)
  • PROPOSED: Redesign the Marga Sakaccha graph into a radial layout with central nodes connecting outward to child nodes to avoid line overlap. (src-cfd51c6172 @ 00:40:00)
  • PROPOSED: Create fan-made short video edits connecting English/Sinhala songs to the US 'Walk for Peace' monks viral trend. (src-cfd51c6172 @ 01:05:00)
  • PLANNED: Focus Inner Realm channel growth on 9:16 vertical shorts and TikTok reels leveraging the 3-second retention rule. (src-cfd51c6172 @ 01:45:00)

2026-W01

  • PROPOSED: The order of items in the bottom section should match the top navigation order: Home Page, Basic Categories, and Citta-Cetasika Table. (src-b9713fb12a @ 00:00:00)
  • PROPOSED: Add a button to directly load the reference PDF for Cetasika and the 89 Citta associations. (src-b9713fb12a @ 00:00:00)
  • 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)
  • PROPOSED: Allow Buddhist monks web access to edit and verify specific Abhidhamma sections directly within the system. (src-b9713fb12a @ 00:10:00)
  • PLANNED: Move the comparison action buttons (clear selections, compare, export) to the top of the interface. (src-b9713fb12a @ 00:20:00)
  • PLANNED: Match the category tag colors with the deep analysis buttons (e.g., green for general/sobhana, red for akusala). (src-b9713fb12a @ 00:25:00)
  • PLANNED: Redesign the 'About' section UI by enlarging logos and adding distinct links/logos for Marga Sakaccha, Inner Realm, and Machine World alongside YouTube and Facebook. (src-b9713fb12a @ 00:25:00)
  • 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)
  • PROPOSED: Speaker 1 advises [name withheld] not to accept low-budget projects priced at Rs. 5,000 to 6,000 because it devalues his skill and leads to unpaid effort. (src-b9713fb12a @ 00:40:00)

2025-W51

  • PLANNED: Speaker 1 plans to have a shareable version of the AIware system ready after Christmas. (src-cb9cd2e6f3 @ 00:00:00)
  • PROPOSED: Multi-user authentication for the frontend should support Google login via Firebase or OpenRouter. (src-cb9cd2e6f3 @ 00:30:00)
  • PLANNED: Test the inner page workflow using the released track 'Vali Val' using meaning text from its pinned comment. (src-cb9cd2e6f3 @ 00:30:00)
  • PLANNED: Add subject lines and timestamps/metadata to incoming 'get in touch' contact form emails to identify inquiries. (src-cb9cd2e6f3 @ 00:35:00)
  • PLANNED: Build an end-to-end skill where providing a song automatically posts meaning, dimensions, and links to web, YouTube, and channels. (src-cb9cd2e6f3 @ 00:45:00)

2025-W50

  • PLANNED: [name withheld] will contact [name withheld] to ask Venerable Maggavihari Thero for the original digital text of his 900-page book. (src-bb1e0e327c @ 00:15:00)
  • PROPOSED: Set up a centralized API token pool with a $40 monthly budget and shift to tools like Claude Code, DeepSeek, or Qwen models rather than paying for Cursor seats. (src-bb1e0e327c @ 00:25:00)
  • PLANNED: [name withheld] will generate English and Sinhala Dhamma analyses and musical descriptions for approximately 220 to 230 songs using Claude prompts. (src-bb1e0e327c @ 00:35:00)
  • 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)

2025-W42

  • PLANNED: Build an interactive Sinhala/English Citta-Cetasika website sourced from the provided Excel sheet. (src-1380d0e6e4 @ 00:00:00)
  • PROPOSED: Expose the Citta-Cetasika website as an MCP server for AI agents to query mental states and enable voice navigation. (src-1380d0e6e4 @ 00:00:00)
  • PLANNED: Hold a weekly two-hour sync call among team members to align on AI workflows and Git repositories. (src-1380d0e6e4 @ 00:35:00)

2025-W39

  • PROPOSED: Recruit AI personnel to automate operational processes. (src-6bb5a72d51 @ 00:00:00)
  • PROPOSED: Create a dedicated Careers page and an Investor Relations page on the website. (src-6bb5a72d51 @ 00:00:00)
  • PROPOSED, medium confidence: Add four clickable navigation buttons or a scroll indicator beneath the top landing section so users notice content below the fold. (src-6bb5a72d51 @ 00:00:00)
  • PROPOSED: Display a live view counter on the site. (src-6bb5a72d51 @ 00:00:00)
  • PROPOSED: Allow the 'About this track' description container to be dragged and dynamically resized rather than constrained to a static box with a small scrollbar. (src-6bb5a72d51 @ 00:05:00)
  • PROPOSED: Build an interactive network or legend connecting music variations that share the same root meaning. (src-6bb5a72d51 @ 00:05:00)

2025-W36

  • PLANNED: Fix the mobile heading styling and replace server profile content. (src-157495739d @ 00:00:00)
  • PROPOSED: Add small logos for SoundCloud, YouTube channel, and future references next to project titles (Inner Realm, Spark, Marga Sakaccha). (src-157495739d @ 00:05:00)
  • PLANNED: Revenue and proceeds generated from the three initiatives will be directed toward constructing meditation kutis in Sri Lanka for 15-20 day retreats. (src-157495739d @ 00:30:00)
  • PROPOSED, medium confidence: Explore running native voice-interactive chat bots using Vercel AI SDK or AWS Bedrock integration. (src-157495739d @ 00:40:00)
  • PLANNED: Speaker 2 will clean and edit the meeting recording to extract audio snippets for a potential podcast. (src-157495739d @ 01:15:00)
  • PLANNED: Develop a storyboard depicting four tribal archetypes—Lakshana (Raga/passion), Naga, Deva, and Yaksha (Dvesha/aversion)—calming down upon hearing Dhamma. (src-157495739d @ 01:30:00)

2025-W33

  • PROPOSED: Use n8n containerized flow models to automate repetitive development tasks across chained AI agents with specific tooling access. (src-8fd4bc579e @ 00:10:00)
  • PLANNED: Speaker 2 must document their step-by-step production process and identify the required inputs, outputs, and tooling for each step. (src-8fd4bc579e @ 00:10:00)
  • PROPOSED: The team should examine the A to A (agent-to-agent) protocol to govern interactions among multiple autonomous agents. (src-8fd4bc579e @ 00:20:00)
  • PLANNED, medium confidence: Speaker 2 will set up and test an agentic workflow using n8n for their multimedia production pipeline. (src-8fd4bc579e @ 00:20:00)
  • PROPOSED, medium confidence: Incorporate audio-native AI conversational navigation into the web app to assist users in exploring content. (src-8fd4bc579e @ 00:25:00)
  • PLANNED: Speaker 3 will research how to simulate generative animation and dynamic rendering using natural language instructions rather than hardcoding static code. (src-8fd4bc579e @ 00:25:00)
  • PROPOSED, medium confidence: Developers should prompt LLMs using full, descriptive natural language sentences rather than informal abbreviated text to maintain semantic fidelity. (src-8fd4bc579e @ 00:30:00)

2025-W32

  • PROPOSED: SoundCloud should be used as the audio backend streaming directly on the site rather than allowing users to download files. (src-23e82f4d71 @ 00:05:00)
  • PLANNED: Each song page should display deep conceptual details including background story, musical raga patterns, and links connecting to Dhamma contemplation. (src-23e82f4d71 @ 00:05:00)
  • PROPOSED: The platform should serve as a stepping stone guiding listeners from music into Marga Sakaccha and Dhamma exploration. (src-23e82f4d71 @ 00:10:00)
  • PLANNED: Speaker 1 plans to purchase a v0 subscription ($20/month) for the developers to prevent credit shortages during development. (src-23e82f4d71 @ 00:15:00)
  • 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)
  • PROPOSED, medium confidence: The team considers exploring GitHub Spark and testing access via VPN if geographic or waitlist restrictions apply. (src-23e82f4d71 @ 00:40:00)
  • PLANNED: The developers need to send their bank account number, account name, and branch details to Speaker 1 to receive payment. (src-23e82f4d71 @ 00:45:00)

2025-W31

  • PROPOSED: Speaker 1 proposes funding AI tool subscriptions for the mentees to facilitate multi-model development. (src-1a1fced380 @ 00:10:00)
  • PLANNED: Speaker 1 will send starter videos on AI thinking along with an audio interview explaining the Inner Realm concept. (src-1a1fced380 @ 00:15:00)
  • 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. (src-1a1fced380 @ 00:35:00)