3d • General discussion
AI Developer Accelerator — Coaching Call - July 7th
AI Developer Accelerator — Coaching Call - July 07
Meeting Purpose
Key Takeaways
- Fable's Strategic Value: The group is using Fable for high-level architecture and strategic analysis, reserving cheaper models like Opus for execution. This leverages Fable's superior "harness" (persistence and retry logic) for complex problem-solving.
- System-Level Re-engineering: Patrick used Fable to analyze 160+ repositories and past chat logs, revealing hidden connections and generating a 3-month development pipeline. This included creating self-guided training modules and automated install.md files for internal services.
- Predictive Maintenance: Ty developed "Q," a system that analyzes electrical signals to predict appliance failures before they occur. This enables proactive maintenance, reducing costs and downtime for service providers and their clients.
- AI-Driven Demo Data: Paul used Fable to create virtual users on Android emulators, generating realistic demo data for his CRM. This solved a 3-year bottleneck, enabling immediate, high-quality product demonstrations.
Topics
Fable Usage & Strategy
- High-Intensity Usage: Participants are maxing out Fable's weekly token limits, with the 50% promo extended to July 12.
- Strategic Workflow: The group is adopting a multi-model pipeline:
- GPT-5.5 Pro: Used for high-level problem framing and crafting detailed PRDs/prompts.
- Fable: Used for complex architecture, strategic analysis, and PR reviews.
- Opus/Sonnet: Used for code generation, executing Fable's plans.
Project Updates
- Cemetery App: The app is ready, but the target county is delayed by a new mayor. mdcatc is now seeking a local sales rep to target other cemeteries.
- Class to Curb: A logistics app for school carpool lines. A prior version reduced wait times from 2 hours to 15 minutes. The new version is on staging.
- macOS finance app for automated accounting.
- Estate agency website (launching next week).
- Enhanced an existing estate agent CRM.
- New Hardware: Purchased a Mac Mini to build a personal AI assistant for tasks like booking appointments.
- Ty Wells:
- Q (Predictive Maintenance): A system that analyzes appliance electrical signals to predict failures.
- Mechanism: Establishes a 7-day baseline and monitors trends (e.g., wattage spikes during an ice harvest cycle) to detect deviations.
- Goal: Enable service providers to identify failing parts, order them preemptively, and improve technician efficiency.
- Market: Significant commercial potential (e.g., cold storage, vending machines, retirement communities).
- AI Photo Booth: An app for real-time image transformation at events.
- Progress: The multi-model AI pipeline is complete, with a system for adding new styles (e.g., "GTA 6").
- Current Focus: Adding CloudWatch alerts for infrastructure monitoring (CPU, disk, memory) and documenting the physical setup/teardown process.
Technical Deep Dive: Multi-Model Orchestration
- Challenge: Efficiently manage token usage across multiple AI models.
- Patrick's GitHub Workflow: Treats models as separate "people" using GitHub for handoffs.
- Architect (Fable): Pushes specs to a repo.
- Developer (Opus): Pulls specs, codes, and pushes.
- QA (Hermes swarm): Tests the build and reports findings.
- Ty's CMUX Automation Goal: Build a CMUX skill to automatically switch models based on token availability and task requirements.
- Tool Mentioned: omnigient.ai was discussed as a potential model orchestration tool, though Ty noted it had memory issues in his brief test.
Next Steps
- Patrick: Share the Fable prompt for system-level re-engineering on the forum.
- Paul: Follow up with Ryan on the video for the NZ customer.
- Juan: Research Prometheus and Alert Manager for centralized monitoring.
- Ty: Investigate omnigient.ai and continue building the CMUX automation skill.
Action Items
- Map VA cemeteries to private vs county-run; research county penalties - WATCH (5 secs)
- Build time-savings calculator for Class-to-Curb landing page - WATCH (5 secs)
- Deploy Class-to-Curb to production; notify Paul for school intros - WATCH (5 secs)
- Confirm Ryan's video received; if missing, request resend - WATCH (5 secs)
- Evaluate Prometheus + Alert Manager for centralized mini-PC monitoring - WATCH (5 secs)
- Post repo-analysis prompt on forum; DM Ty + Paul - WATCH (5 secs)
- Investigate Omnigent.ai for cross-model orchestration - WATCH (5 secs)
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AI Developer Accelerator — Coaching Call - July 7th
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