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5
Patrick Chouinard
19d (edited) •
General discussion
AI Developer Accelerator — Coaching Call - August 4th
AI Developer Accelerator — Coaching Call - August 04
VIEW RECORDING - 91 mins (No highlights)
Meeting Purpose
Review AI development projects and share business strategies.
Key Takeaways
Ty Wells's "Terrain" system creates custom UIs for existing apps in minutes by applying a front-end skin over their APIs, enabling rapid, personalized user experiences without touching core code.
Morgan's Python driver revived a legacy Dymo printer in 2 hours, using AI to find the protocol and process print-test photos to auto-calibrate label boundaries.
Patrick's team knowledge system uses Git as an agentic memory, hiding complexity from users and using Claude for "Fastlane Merging" of knowledge artifacts.
Juan's AI photo booth is gaining traction, with an event coordinator becoming an impromptu salesperson; the immediate challenge is scaling operations and securing funding.
Topics
Business & Strategy
Juan Torres (Stetica Flux AI Photo Booth)
Event Success: A recent event generated high engagement, with an event coordinator becoming an impromptu salesperson for the booth.
New Lead: Secured a lead from a country club operations manager in Indio, CA.
Marketing: Finalized a promo video.
Scaling Challenges:
Logistics: Transporting equipment (e.g., LED floor) in a Honda Pilot is a bottleneck.
Funding: Exploring seed funding, possibly via Y Combinator.
Paul's Advice:
Research Y Combinator's YouTube channel for pitch guidance.
Partner with industry advocates (e.g., event planners, venues) to systematize the pipeline.
Alex Roca (AI Corporate Workshops)
Business Model: Runs corporate workshops on CloudCode for ~$2k/session.
Strategy: Focuses on a "vertical" approach, training one "AI Champion" per department to build automations.
Revenue Model: Aims for recurring revenue via follow-up calls (e.g., 3 months at $X/month).
Deal Closing (Real Estate Client):
Challenge: A deal is stalled after 5 calls, despite the client sharing sensitive financial data.
Paul's Advice: Define a paid "Phase 1" proof-of-concept (POC) to secure a smaller, easier-to-approve commitment. This de-risks the engagement for both parties and tests the client's operational readiness.
Marketing Advice (from Juan): Hire a media person to film workshops for professional LinkedIn content to build credibility.
AI-Driven Development
Ty Wells (The "Terrain" System)
Concept: A front-end "skin" that provides a custom UI for any existing application without modifying its core code or APIs.
How it Works: The skin sits on a separate server, consuming the original app's API endpoints to render data in a new, more intuitive way.
Example 1 (Zendesk Replacement): Reskinned a ticket system into a 3D office layout, showing ticket status and employee locations at a glance. Built in ~30 minutes.
Example 2 (Uptime Kuma): Applied a custom skin to the open-source monitoring tool.
Use Cases: Multi-tenancy, personalized dashboards, modernizing legacy apps.
Morgan (Legacy Hardware Driver)
Problem: A Dymo printer was unusable due to a lack of modern drivers.
Solution: Used AI to find the printer's protocol documentation and write a new Python driver in 2 hours.
AI Assistance: Fed print-test photos to the AI, which analyzed them to auto-calibrate label boundaries and resolution.
Result: A fully functional CLI driver that prints text and images via UDP.
Patrick Chouinard (Team Knowledge Management)
Goal: Create a team-level knowledge base that acts as an agentic memory, not a queryable database.
Architecture: Uses Git (Azure DevOps) as the backend.
Individual Repos: Each team member has a repo.
Team Repo: A central repo aggregates all knowledge.
CI Pipelines: Push changes from individual to team repos.
Agentic Workflow:
Hidden Complexity: Git operations are abstracted into natural language commands (e.g., "publish to team").
Fastlane Merging: Claude performs automatic merges for non-conflicting knowledge artifacts.
Conflict Resolution: Claude summarizes true conflicts for a human owner to resolve.
Rationale: A ground-up, agent-driven approach avoids the pitfalls of top-down system ontologies.
AI Tooling & Workflow
Claude Opus 5 Feedback:
Morgan: Finds Opus 5's responses "strange" and narrow-focused.
Patrick: The key is to describe the problem broadly and clearly state the goal, but avoid over-specifying the solution. This allows the model to leverage its full capabilities.
Codex for Security Review:
Ryan: Confirmed Codex is effective for security reviews, catching issues he would have missed.
Patrick: Explained the workflow: An official OpenAI plugin hooks Codex into CloudCode. After a coding task, CloudCode sends the output to Codex for an adversarial review, then reads the report and acts on the feedback.
Next Steps
Juan:
Research Y Combinator's YouTube channel for pitch guidance.
Explore partnerships with event planners and venues to scale the business.
Alex:
Hire a media person to film workshops for professional LinkedIn content.
Send the draft "Phase 1" POC contract to the real estate client to formalize the engagement.
Patrick:
Begin writing a custom scanner driver for Mac.
Paul:
Follow up with the retailer client regarding the digital screen project.
DM Juan with additional scaling ideas.
Action Items
Email retailer re: digital SEL screens; offer to include Ryan on call -
WATCH (5 secs)
DM Juan re: AI Booth scaling/funding ideas -
WATCH (5 secs)
Email real estate client Phase 1 contract; request signing authority; schedule demo -
WATCH (5 secs)
Write custom Mac scanner software for network all-in-one printer -
WATCH (5 secs)
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AI Developer Accelerator — Coaching Call - August 4th
AI Developer Accelerator
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