Learn
Resources for builders
Practical notes on AI-native engineering, security, performance, and responsible AI.
Explore resources
Lead magnets
AI Architecture Review Checklist
24 questions to answer before building an AI/LLM feature. Free download.
Free 5-Day AI Readiness Course
One lesson per day: assess your AI opportunity, pick a use case, choose a stack, build evals, ship a pilot.
AI Project Estimator
Answer six questions and get a ballpark budget, timeline, and engagement fit for your AI/LLM feature.
White Papers
In-depth guides on security, performance, and AI governance.
Vibe Coding Academy
Practical training in AI-native engineering. Ship production systems, not toy demos.
Guides and references
Blog
Short essays on what I am building and what I am learning.
Hidden Layers
A no-hype glossary and field guide to AI engineering concepts.
Build Software Fast
A field guide to shipping in days instead of quarters: scope, stack, and the real bottleneck.
Fractional AI Engineer Cost
Compare full-time hire, big consultancy, and fractional AI engineer costs for 2026.
AI-Native vs. Traditional Consulting
Compare AI-native fractional engineering to big consulting and dev shops on speed, cost, and delivery.
Webinars
Technical sessions on AI strategy and engineering. None scheduled yet — the first will be announced here and in the newsletter.
Press Kit
Story angles, founder bio, media assets, and contact details for journalists and podcast hosts.
AI Dependency Map
Interactive lineage of AI and ML systems. Trace how every model, framework, and accelerator builds on the layers beneath it.
IT Dependency Map
Interactive lineage of the classic IT stack. Trace how applications, operating systems, and hardware build upward from physics and logic.
Product and services
Case Studies
Real client work: AI research copilots, production LLM gateways, and startup AI roadmaps.
Fractional AI CTO
AI strategy, vendor evaluation, hiring plans, and execution oversight without the full-time executive cost.
AI for PE Due Diligence
AI-native due diligence for private equity: CIM synthesis, management-call prep, market signals, and deal memos.
AI for Government
Secure, auditable AI for FOIA processing, benefits intake, procurement analysis, and constituent services.
UltraWork vs Copilot
Flat pricing and a hosted environment versus GitHub Copilot's IDE extension.
Managed Neocloud GPU Instances
Fully managed GPU instances on Nebius. You bring the workload; we handle provisioning and uptime.
Just for fun
Ready to ship?
Want to go deeper? Tell me what you are building and I will reply within one business day.
hello@vibecodingagency.com