Week of 13 Jul 2026¶

Dates are approximate.

What happened¶

The discussion begins with a review of Miyuru's prototype for automated inventory and profit analysis, exploring local model fine-tuning using Llama 3.3 70B and Gemma 4 32B to generate multi-depth business insights and trigger automated action sequences. The team details Machine World's system architecture, emphasizing decoupled configuration and agent harnesses to secure API keys and context window management to handle unlearning obsolete memories. Transitioning to Marga Sakaccha Dhamma projects, [name withheld] presents progress on an Abhidhamma study assistant capable of referencing the Tripitaka for Five Precept queries and visually organizing the 89 Citta classifications. The team resolves to seek an existing digitized text of 'Mokpura Andara' rather than persisting with OCR error troubleshooting, and plans to address a Cloud Code CLI connection issue. For Inner Realm, Speaker 1 and Niranjan detail the spiritual philosophy of an upcoming music release regarding filial duty, cause-and-effect, and overcoming entity-perception. Finally, they cover technical media tasks including Claude account refund handling, video frame rates (24fps vs 60fps), and scheduling a follow-up Google Meet session.

Key points¶

Decided · Search for an existing pre-digitized text of 'Mokpura Andara' rather than spending time trying to resolve OCR scanning errors.
Said to exist · The prototype currently connects to Groq's free API running the Llama 3.3 70B model.
Said to exist · The Abhidhamma assistant answers queries regarding the Five Precepts and retrieves corresponding Tripitaka source text.
Said to exist · The Dhamma study tool visualizes the 89 Citta classifications on the website using Claude-generated designs.
Planned · Produce educational reels and videos with Niranjan malli to demonstrate Machine World technology and acquire the initial 10 Sri Lankan customers.
Planned · Create an explanation video alongside the song release to explain filial duty, cause-and-effect, and non-self concepts.
Planned · Schedule a Google Meet session with [name withheld], Miyuru, and team members to review progress and troubleshoot CLI issues.

Ideas and open questions¶

Idea · Fine-tune local models using a harness so the system can evaluate medicine stock depletion, profit impact, and multi-depth insights.
Idea · Deploy offline edge models for Machine World that operate locally without requiring cloud token fees.
Idea · Provide open-source edge models free for personal use while charging commercial licensing, setup fees, and usage-based pricing for enterprises.
Open · A CLI connection error occurred when attempting to connect to Cloud Code.
Open · Anthropic suspended an account due to unexplained US IP logins and issued a $20 refund.

All details (4 topics, 3 more points)

Machine World Architecture, Edge Models, and Memory Fine-Tuning: The team reviews Miyuru's inventory analysis prototype connected to Groq running Llama 3.3 70B, discussing multi-depth stock insights and autonomous action workflows. Speaker 1 presents fine-tuning work on Gemma 4 32B using a harness that manages context windows and memory unlearning to eliminate duplicate token overlaps beyond 1M tokens. They plan to package fine-tuned offline edge models that run locally without ongoing API token costs.
Commercial Strategy and Harness Security: Speaker 1 outlines the business model for Sri Lanka, providing open-source edge models free for personal use while requiring setup fees and volume-based licensing for commercial deployment. The architecture separates the configuration harness from the agent harness to keep enterprise API keys hidden from agents. To acquire the initial customer base, the team plans to publish practical reels and videos showcasing the technology alongside Niranjan malli.
Marga Sakaccha Dhamma Application and OCR Challenges: [name withheld] demonstrates an AI assistant that answers Dhamma queries on the Five Precepts with Tripitaka sources and visualizes the 89 Citta classifications via Claude web design. The team agrees to source an existing digitized version of 'Mokpura Andara' instead of spending further effort on OCR scanning issues. They also plan technical support to resolve a CLI error encountered when connecting to Cloud Code.
Inner Realm Music Track Meaning, Video Frame Rates, and Account Issues: Niranjan and Speaker 1 discuss an upcoming music track release, emphasizing the need for an explanation video on filial duty, cause-and-effect (hetu-phala), and dismantling entity-perception (sattva-sanna). Niranjan reports an Anthropic Claude account suspension and $20 refund due to anomalous US IP logins. The team also evaluates video generator frame rates (24fps vs 60fps), resolution display limits on mobile devices, and schedules a Google Meet call.
Idea · Integrate external e-commerce APIs like Daraz or Kapruka to autonomously place orders and track delivery statuses.
Idea · Fine-tune Gemma 4 32B model with a harness that enables memory unlearning to stabilize context windows beyond 1M tokens.
Idea · Separate system architecture into a configuration harness and an agent harness to hide internal enterprise API keys from agents.