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¶

Newest first. Summarised automatically from the discussions; not reviewed by participants.

12 Oct 2026 ¶

Planned · The backend server deployment is being evaluated for hosting on Fly.io using a pay-per-use compute architecture.
Idea · The business marketing strategy should target the top 10% segment of industry experts rather than low-budget consumers.

5 Oct 2026 ¶

Planned · Create a promotional video demonstrating practical Machine World usage before public staging.
Planned · Open source the Machine World interface harness so users can load it across CLI, desktop, and web environments.
Idea · Store teacher poster template structures in memory to dynamically generate poster variants at minimal token cost.

28 Sep 2026 ¶

Planned · The harness will be released as open-source before releasing the commercial Memory as a Service offering.
Idea · Agentic swarms should use an outer-loop shared public ledger or message board where each agent records discoveries for others to learn from.
Planned · The initial target workflow models a triad of teacher, student, and parent roles.
Planned · The engineering team must build the harness while Speaker 1 completes the Cessation memory MCP backend.
Idea · The harness should load on top of OpenRouter to connect flexibly to any required underlying model or API.
Planned · The team should create an initial UI artifact prototype using Claude Design and share the artifact link with Speaker 1.

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.
Planned · Provide end users a default vanilla harness on Machine World where task-specific AI agents can be dynamically loaded and attached.
Idea · Integrate third-party transport networks and local services via APIs into calendar agents to schedule commutes and pick-ups automatically.
Planned · Showcase the depth of Machine World, Inner Realm, and Marga Sakaccha together by creating story-driven visual episodes demonstrating real workflow automation.

6 Jul 2026 ¶

Idea · Open-source the lower-end Machine World models for free to Sri Lankan businesses.
Planned · Expose the CLI config harness through a local web server bridge to connect with front-end dynamic UI designs.
Planned · Speaker 2 needs to create an agent to automate the setup of trial accounts and synthetic datasets for live testbed testing.
Planned · Speaker 2 must provide a cost update around the 20th.

2 Mar 2026 ¶

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.
Idea · Digital simulation interfaces are designed to be connected eventually to physical embodiment, enabling direct control in the physical plane.
Idea · Trained and fine-tuned user skills will earn tokens when utilized by others, establishing a token economy capable of acquiring physical goods.
Planned · Speaker 2 should read the system README file to understand the architecture and report back if explanations are required.

23 Feb 2026 ¶

Idea · Consult [name withheld] to review and verify the complex Abhidhamma concepts modeled in the system.
Planned · Expose the validated website data via an MCP tool interface so external voice models and LLMs can accurately query and respond on Abhidhamma topics.
Planned · Once validated, the website content will be published to the public website.
Planned · The third milestone is developing visual representation components for Abhidhamma Citta and [doctrine term] causal relationships.
Planned · Speaker 1 will share resources and links regarding Claude/agent skills and MCP with [name withheld].
Idea · Utilize AI models supporting Sinhala, such as Gemini, along with OCR to assist in cross-checking and validating Dhamma text data against books.

9 Feb 2026 ¶

Idea · Define reel parameters using JSON or YAML schemas containing prompts, transitions, characters, and color palettes.
Idea · Host the bot service on a Machine World sub-domain server endpoint.
Planned · Speaker 2 and [name withheld] will test and configure the backend hosting on the sub-domain server.

2 Feb 2026 ¶

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

19 Jan 2026 ¶

Idea · Develop a Machine World POC integrating three core business systems (CRM, Financial, HR/Payroll) alongside Discord and Email.
Planned · Transition to self-hosting custom models in later stages to eliminate variable third-party model costs.
Planned · Connect [name withheld]'s completed Marga Sakaccha Dhamma study code to the Netlify front-end site.

12 Jan 2026 ¶

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

29 Dec 2025 ¶

Idea · The order of items in the bottom section should match the top navigation order: Home Page, Basic Categories, and Citta-Cetasika Table.
Idea · Add a button to directly load the reference PDF for Cetasika and the 89 Citta associations.
Planned · Once the application is usable, connect it to the original Marga Sakaccha platform, and subsequently connect it to machinelearning.io for release.
Idea · Allow Buddhist monks web access to edit and verify specific Abhidhamma sections directly within the system.
Planned · Move the comparison action buttons (clear selections, compare, export) to the top of the interface.
Planned · Match the category tag colors with the deep analysis buttons (e.g., green for general/sobhana, red for akusala).
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.
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 · Speaker 1 plans to have a shareable version of the AIware system ready after Christmas.
Idea · Multi-user authentication for the frontend should support Google login via Firebase or OpenRouter.
Planned · Test the inner page workflow using the released track 'Vali Val' using meaning text from its pinned comment.
Planned · Add subject lines and timestamps/metadata to incoming 'get in touch' contact form emails to identify inquiries.
Planned · Build an end-to-end skill where providing a song automatically posts meaning, dimensions, and links to web, YouTube, and channels.

8 Dec 2025 ¶

Planned · [name withheld] will contact [name withheld] to ask Venerable Maggavihari Thero for the original digital text of his 900-page book.
Idea · 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.
Planned · [name withheld] will generate English and Sinhala Dhamma analyses and musical descriptions for approximately 220 to 230 songs using Claude prompts.
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 · Build an interactive Sinhala/English Citta-Cetasika website sourced from the provided Excel sheet.
Idea · Expose the Citta-Cetasika website as an MCP server for AI agents to query mental states and enable voice navigation.
Planned · Hold a weekly two-hour sync call among team members to align on AI workflows and Git repositories.

22 Sep 2025 ¶

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

1 Sep 2025 ¶

Planned · Fix the mobile heading styling and replace server profile content.
Idea · Add small logos for SoundCloud, YouTube channel, and future references next to project titles (Inner Realm, Spark, Marga Sakaccha).
Planned · Revenue and proceeds generated from the three initiatives will be directed toward constructing meditation kutis in Sri Lanka for 15-20 day retreats.
Idea · Explore running native voice-interactive chat bots using Vercel AI SDK or AWS Bedrock integration.
Planned · Speaker 2 will clean and edit the meeting recording to extract audio snippets for a potential podcast.
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 ¶

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

4 Aug 2025 ¶

Idea · SoundCloud should be used as the audio backend streaming directly on the site rather than allowing users to download files.
Planned · Each song page should display deep conceptual details including background story, musical raga patterns, and links connecting to Dhamma contemplation.
Idea · The platform should serve as a stepping stone guiding listeners from music into Marga Sakaccha and Dhamma exploration.
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.
Idea · The team considers exploring GitHub Spark and testing access via VPN if geographic or waitlist restrictions apply.
Planned · The developers need to send their bank account number, account name, and branch details to Speaker 1 to receive payment.

28 Jul 2025 ¶

Idea · Speaker 1 proposes funding AI tool subscriptions for the mentees to facilitate multi-model development.
Planned · Speaker 1 will send starter videos on AI thinking along with an audio interview explaining the Inner Realm concept.
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.