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Week of 4 May 2026

Dates are approximate.

What happened

The team conducted a progress and alignment meeting covering the Machine World system, the Inner Realm creative track, and the Marga Sakaccha platform. The lead developer detailed Machine World as an AI-native orchestration layer operating across multiple models to automate physical, digital, and human workflows. A core ethical constraint of the system is rooted in the Abhidhamma and [doctrine term] Prakarana frameworks, intentionally preventing the escalation of greed, hatred, and delusion while freeing human time for physical and mental seclusion (kaya-viveka and citta-viveka). Practical focus was placed on preparing a shared NotebookLM knowledge base configured for conceptual understanding rather than the default discovery architect prompt. The team also planned CLI scaffolding and API integration for local machines, while discussing subscription costs such as Claude Pro. Collaborative work was outlined for completing the website content and finalizing Buddhist artistic themes for upcoming Inner Realm musical and visual releases. Finally, [name withheld] and the team agreed on Dhamma guidance for portraying maternal attachment and selflessness without drifting into annihilationism or eternalism.

Key points

  • Decided · [name withheld] will send screenshots pointing out text areas on the website for [name withheld] to verify the accuracy of Dhamma content.
  • Said to exist · Machine World runs as a multi-context aggregate across multiple models rather than executing on top of a single model.
  • Said to exist · The core discipline framework of Machine World is based on [doctrine term] Prakarana and Abhidhamma, preventing training or triggering of raga, dvesha, and moha.
  • Said to exist · The core system is built natively bilingual in Sinhala and English, allowing mixed language input without translation issues.
  • Said to exist · Inner Realm publishes creative and musical content on YouTube and maintains track links on SoundCloud.
  • Said to exist · The base prompt for the project's NotebookLM is currently configured as a discovery architect prompt.
  • Planned · Speaker 1 plans to complete data entry for the NotebookLM knowledge base, targeting completion by the following day.
  • Planned · Speaker 1 will ensure Claude CLI is installed and configured on [name withheld]'s repaired laptop.

Ideas and open questions

  • Idea · A skill should be built inside Machine World with Miyuru to automatically process Marga Sakaccha audio into video with reference assets and upload it directly.
  • Decided · The team cannot currently route all requests through OpenRouter due to cost constraints and lack of investment funding.
All details (5 topics, 3 more points)
  • Machine World Architecture and Multi-Model Execution: The host explains that Machine World runs across multiple omni-models as a multi-context aggregate rather than a single model. It orchestrates physical and digital processes combining digital agents, physical agents connected to real-world interfaces/skeletons, and human participants. The ultimate practical objective is automating domestic and routine tasks to afford users bodily and mental seclusion for Dhamma practice.
  • Abhidhamma and [doctrine term] Framework for System Discipline: The core governing framework of Machine World is based on the [doctrine term] Prakarana and Abhidhamma, enforcing vinaya (discipline) so the system cannot train or trigger raga (greed), dvesha (hatred), or moha (delusion). User intentions and skill definitions are evaluated against these Dhamma principles to ensure responses do not promote unwholesome states.
  • CLI Scaffolding and Knowledge Base via NotebookLM: Interaction with the system will initially be provided through a terminal CLI scaffolding featuring commands, hooks, and skills. To enable team members to understand and query the system, a NotebookLM knowledge base is being prepared, with emphasis on tuning the system prompt from a discovery architect view to an explanatory/teaching prompt.
  • Website Completion and Review Coordination: The team discusses finishing and publishing the project website. [name withheld] notes previous difficulties in populating accurate Dhamma content, and [name withheld] agrees to review screenshots and verify the doctrinal text.
  • Inner Realm Song Visualizations and Doctrinal Guidance: Speaker 1 and [name withheld] discuss an Inner Realm song depicting the bond between a mother and child. [name withheld] provides doctrinal guidance to depict maternal sacrifice and gratitude while grounding the visualization in anatta, avoiding both annihilationism (ucchedavada) and eternalism (sassatavada).

  • Decided · The generative retrieval accuracy against Buddhist textual sources currently averages around 90% to 92% due to generative variance.

  • Planned · Contributors who build skills for Machine World will receive tokens when other users execute their skills.
  • Decided · The Claude Pro/Teams tier would cost approximately 35 dollars per user if purchased directly for team seats.

Related topics: Models, fine-tuning and LLM backends · Dhamma concepts in the system design · Interfaces, voice and devices · Infrastructure, hosting and tooling · Product, website, market and business