15h • General discussion
AI Developer Accelerator — Coaching Call - October 6th
AI Developer Accelerator — Coaching Call - October 06
Meeting Purpose
Key Takeaways
- Ryan launched a major Screenly update: A new interactive marketing site and admin panel with a visualizer that generates custom screen content from a business's website using a built-in crawler.
- Andrew is using Jev for a forensic psychiatry app: It rapidly categorizes thousands of pages of records and dynamically generates UIs (e.g., medication timelines) via the A2UI standard.
- Patrick's agent, DOTS, autonomously manages infrastructure: It found and fixed a 74GB Olama disk space issue, cleared a stale NPM cache, and recommended hosting honcho.dev locally to cut costs.
- Shakur is building Remold, an open-source, LLM-driven CRM: It uses a local T3 server to avoid API costs and is designed to be "remolded" by AI agents for tasks like automated prospecting.
Topics
Infrastructure & Agent Management
- Disk Space Management: Identified and fixed a 74GB Olama disk space issue by moving models to an external drive, reconfiguring Olama, and verifying the fix—all autonomously.
- Cost Optimization: Recommended hosting honcho.dev locally instead of using the paid service, saving costs.
- Project Monitoring: Surveils GitHub issues for the infrastructure migration project, providing real-time updates and flagging potential problems.
- Running a dual-GPU server for T3 server code, a cheaper and effective alternative to a single large GPU.
- Experimenting with Jev for data categorization (e.g., council meeting minutes), finding that multiple small Jev questions are more effective than one large one.
Project Demos & Updates
- Marketing Site: A new interactive site with a 3D product model and a ROI calculator.
- Admin Panel: Improved UI, visual Flow Builder, and a screen status page for over-the-air updates.
- Visualizer: A tool that generates 3 screen content options for a business's storefront using a web crawler.
- Tech Stack: Built with Claude, secured with Tight Code, and uses commercial Android players for hardware.
- Citation System: Links statements directly to source documents (PDF page, Bates number).
- Dynamic UIs: Uses A2UI to let agents compose task-specific interfaces on the fly.
- Output: Generates professional reports via Typst.
- Privacy: Hosted on GCP with a BAA; uses local Gemini/Claude models for sensitive data.
- Shakur's Remold CRM:
- Goal: An open-source CRM driven by LLMs, designed to be "remolded" by agents.
- Cost Management: Uses a local T3 server to avoid API costs.
- Test Campaign: Automates prospecting by finding businesses, drafting emails, and scheduling follow-ups.
- Client Work: Migrating a client's content from error-prone Google Sheets to a ConvexDB app for proper data relations and autosync.
- Personal Time Tracker: Replaced Clockify with a custom app using ConvexDB for real-time sync between desktop and phone.
- Piano Tuner: A one-prompt build from Fable 5 (Python, local) that detects notes and shows if they are sharp or flat.
- Event: Deploying the service at a hotel conference this Saturday.
- Hardware: Using a Netgear hotspot with a Duo Mini antenna for reliable Wi-Fi.
- Creative Test: Will generate AI images with the school's "Cougar" mascot, potentially making the mascot react to student expressions.
AI-Assisted Development & Tools
- A bare-bones Mac markdown scratchpad built in 45 minutes using GPT-6 Luna and Claude.
- Goal: A simple, ephemeral tool for quick markdown edits without the overhead of a full editor.
- Built a Claude Mod in 45 minutes to add thumbs-up/down feedback buttons to Claude Desktop.
- Function: Saves anonymized feedback, prompt summaries, and skill calls to a local JSON-L file for analysis.
- Created a custom version of Matt Pocock's "Grill with Docs" skill.
- Rationale: Pre-answers 80% of enterprise-specific infrastructure questions, reducing user friction and ensuring compliance for citizen developers.
- Noted a technique from the "Grill With UI" skill that uses a shared JSON state file for communication between a Node server and a Claude skill.
- Benefit: Allows the Node app to run outside the Claude subscription model, saving API tokens.
Next Steps
- Paul: Share Jev optimization findings and YouTube examples in the forum.
- Ryan: Continue tightening the Screenly visualizer and begin planning the white-labeling system.
- Shakur: Add team members to the private Remold repo for collaboration.
- Andrew: Investigate ConvexDB and Terso for local, confidential data storage.
- Juan: Deploy AI Boot Studio, test the custom Cougar mascot style, and share results next week.
- Patrick: Share the "ScratchMD" app and Claude feedback Mod with the group.
Action Items
- Post JEV YouTube links in forum - WATCH (5 secs)
- Share JEV categorization findings in forum - WATCH (5 secs)
- Add group members to Remold repo; then run TightCode scan - WATCH (5 secs)
- Email sales@TypeSafe re: JEV ZDR; include org/user IDs - WATCH (5 secs)
- Evaluate ConvexDB and Terso for forensic app - WATCH (5 secs)
- Send Duo Mini antenna link to Paul in chat - WATCH (5 secs)
- Create Cougar mascot style for AI Boot Studio; then implement face-reactive variant if feasible - WATCH (5 secs)
- Post Grill With UI skill link in forum - WATCH (5 secs)
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AI Developer Accelerator — Coaching Call - October 6th
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