2d • General discussion
AI Developer Accelerator — Coaching Call - June 2nd
AI Developer Accelerator — Coaching Call - June 02
Meeting Purpose
Key Takeaways
- Corporate AI Requires Justifiable ROI: The initial "go AI" mandate is over. Companies now demand clear ROI, making token cost management and deterministic, auditable workflows (via skills) essential for adoption.
- Skills Over Agents for Corporate Use: For client work, prioritize deterministic skills over unpredictable agents. Skills provide auditable, repeatable results, while agents are best used as personal development tools or as orchestrators for other agents.
- Agentic Development Requires Validation: Tools like /goal are powerful but require precise validation criteria (e.g., a specific test case) to prevent token waste. Use them for quantifiable tasks, not subjective ones.
- Strategic Tooling is Critical: Combine tools for optimal results. Use Claude for creative tasks (e.g., UI), Codex for detailed validation, and token-saving utilities like RTK (Rust Token Killer) to manage costs.
Topics
Corporate AI Adoption & ROI
- The initial corporate mandate to "go AI" has shifted to a demand for measurable ROI.
- Dmitry's Experience: A major bank contract for an agentic AML platform proves the value of a deterministic, auditable approach. Methodology: Uses a "Technique Engine" with adversarial reviews and deterministic workflows (via the Dboss framework) to ensure high-quality, auditable output. Strategy: Build deterministic Python code for web scraping instead of using an agent's browse function. This is more reliable and cost-effective, as the code only needs to be fixed once if a site's DOM changes.
- Elijah's Client Strategy: Initial Approach: Record conversations and screen shares to analyze business needs and build point solutions. Community Advice: Focus on Skills: Deliver deterministic skills for specific tasks (e.g., research, proposal prep) rather than full agents. This provides clear value and avoids the complexity of agents. Engage End-Users: Work directly with the people doing the day-to-day work to identify real problems, as their needs often differ from executive directives.
Agentic Development & Best Practices
- /goal for PRD Execution: Requires a highly detailed prompt with explicit validation criteria. Use Cases: Best for small, quantifiable tasks (e.g., building a specific tool), not large, multi-feature applications. Recommendation: Use the GRILL skill by Matt Pokok to clarify PRDs and create a canonical dictionary of terms, which helps operationalize the project for an agent.
- Claude vs. Codex: Claude: Strong for creative tasks and UI design. Codex: Excellent for detailed validation, code review, and finding subtle bugs. Synergy: Use Claude for the initial creative draft, then Codex for rigorous validation.
- Token Cost Management: High token usage is a major concern. Rod's $20 Cursor plan was depleted by a single dashboard update. Solution: Use token-saving utilities like RTK (Rust Token Killer) to optimize command execution and reduce costs without sacrificing quality.
Personal Projects & Updates
- Ryan: Scaling a retail screen software business (10 screens deployed). SEO Strategy: Used an SEO agent to generate ~300 localized marketing pages, which are now ranking well and expected to drive inbound leads. New Projects: Scoping a real estate "AI second brain" and building a custom CMS for a taxi company, including an invoicing backend and a MailChimp-like email system.
- Patrick: Building a Hermes-based DevOps agent for a home lab. Role: Acts as the "eyes and ears" of the network, listening to alerts from Prometheus/Grafana and managing inventory. Future Goal: Enable autonomous actions like resource allocation and machine resets after a "learning mode" period.
- Maksym: Optimizing a lead-gen funnel for an automotive sales tool. Goal: Increase the test drive conversion rate from 37% to 50%. Product: A SaaS platform providing WhatsApp chatbots with sales documents, financing data, and media content.
Next Steps
- Ola Oyo: Contact Scott Rippey on the community site for advice on migrating to Google ADK 2.0.
- Rod Morrison: Share the RTK (Rust Token Killer) repository link in the chat.
- Juan Torres: Investigate Proxmox as a virtualization platform for a home lab, using a mini PC instead of a noisy, power-hungry data center server.
- Dmitry Avramenko: Contact Maksym Liamin offline to discuss building on WhatsApp and product-market fit validation.
- Elijah Stambaugh: Focus client proposals on delivering deterministic skills for specific business problems, rather than full agents.
- Patrick Chouinard: Package the RAG project for community use and address issues in the GitHub repo as time permits.
Action Items
- DM Maksym re: offline chat - WATCH (5 secs)
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AI Developer Accelerator — Coaching Call - June 2nd
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