3d • General discussion
AI Developer Accelerator — Coaching Call - October 20th
AI Developer Accelerator — Coaching Call - October 20
Meeting Purpose
Key Takeaways
- Enterprise AI Adoption Surges: A major company's Claude rollout saw 2,000 licenses requested in a 4-day week, with training booked solid for four weeks. The primary driver is user fear of job irrelevance, making integration and governance the top enterprise priorities.
- T3 Code Beta is a Game-Changer: The T3 Code beta's new inter-server/inter-thread orchestration and Orchestrator 2.0 are enabling true agent collaboration and resource pooling, significantly boosting productivity.
- Build vs. Buy for Inference: For client work, benchmark quality with top models (e.g., GPT-4o) via OpenRouter. Use a router (e.g., JEV) to optimize cost by triaging tasks to cheaper models, avoiding the complexity and poor ROI of building a custom inference engine.
- Automated Code Review is Essential: Tools like Tidecode provide continuous, multi-model security and quality checks on every push, catching hundreds of issues that manual reviews miss and saving significant time and cost.
Topics
Enterprise AI Adoption & Challenges
- A company's Claude rollout saw unprecedented demand, with 2,000 licenses requested in a 4-day week.
- Training Demand: In-person sessions (75 people/day) are booked solid for four weeks, driven by user fear of job irrelevance.
- Primary Challenge → Integration & Governance:
- Connecting AI to live production financial systems requires rigorous security evaluation of every connector and plugin.
- The marketplace build pipeline is complex; it must evaluate and deduplicate natural language artifacts (e.g., 2,700 ways to create a risk note).
AI Tools & Infrastructure
- Key Feature: Orchestrator 2.0 enables inter-server/inter-thread orchestration, allowing agents to collaborate and pool resources.
- Impact: Enables true agent teamwork, significantly boosting productivity.
- Function: Runs continuous security, performance, and quality checks on every GitHub push, not just PRs.
- Value: Catches hundreds of issues, including legal and security risks, that manual reviews miss.
- Scott's Video Pipeline: Used for professional training videos, combining Claude Motion (code-based animation), Eleven Labs (voice), and Hajin (avatar).
- Claude Motion: A powerful, code-based animation tool that is currently enterprise-only but produces professional results in minutes.
Project Updates
- FinOps Platform: Monitors API usage and spending across Claude, OpenAI, Eleven Labs, and OpenRouter.
- GitIgene: A T3 Code project that scans repos for stale branches and abandoned PRs, creating cleanup issues.
- Developing a landing page for the AI Photo Booth Studio.
- Preparing for a weekend expo to generate leads.
- Incorporating Screenly as a separate company.
- Built custom remote management software for Android to avoid a ~$50k/year TeamViewer license fee for 2,000 screens.
- Evaluating decision models (JEV, OpenAI, Microsoft) for speed and price.
- Using OCR with Gemini for handwritten text detection in large forensic psychiatry documents.
- Developing the Remold CRM, integrating with agents like Muse and GrokBot.
- Seeking an M365 account tester for integration.
Next Steps
- Juan: Deploy AI Photo Booth for the weekend expo; create professional business cards.
- Shakur: Find an M365 account tester for the Remold CRM integration.
- Patrick: Evaluate Tidecode for enterprise code review.
- All: Explore the T3 Code beta for advanced agent orchestration.
Action Items
- Buy more Claude licenses for enterprise training - WATCH (5 secs)
- Create redacted FinOps demo for group - WATCH (5 secs)
- Document T3 Code Orchestrator 2.0 visual architecture - WATCH (5 secs)
- Design and order high-quality business cards for AI Boot Studio - WATCH (5 secs)
- Bring helper to Chula Vista expo; record setup/SOP and promo footage - WATCH (5 secs)
- Draft and share inference benchmarking methodology w/ group - WATCH (5 secs)
- Message Patrick re: financial-sector contracting opportunities - WATCH (5 secs)
- Share horse game video link w/ group - WATCH (5 secs)
- Find M365 tester for Remold CRM; start integration - WATCH (5 secs)
- Evaluate Tight Code for Remold CRM; set up baseline and push checks - WATCH (5 secs)
- Review Ty Wells' AI Practitioner Summit presentation - WATCH (5 secs)
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AI Developer Accelerator — Coaching Call - October 20th
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