Writing about AI architecture, technical leadership, and what I learn from building autonomous systems.
MCP is a protocol, LangGraph and CrewAI are frameworks: a layer-by-layer test and decision table for choosing an agent stack.
97% of enterprises deployed AI agents last year, but only 23% see significant ROI. The three gaps that stall agent pilots and the control-plane-first method I use.
Three ways to get senior technical leadership without a full-time hire: a decision table on capacity, authority, duration and exit, and the red flags for each.
Frontier LLM token prices are down 85% since March 2023. Here's the CTO playbook for turning cheaper AI into actual ROI.
Article 50 transparency is live, the December 2, 2026 watermarking grace period is weeks away, and high-risk duties slipped to December 2027: the Inventory, Audit, Register, Owner checklist I run with CTOs shipping AI to EU users.
MIT NANDA found 95% of enterprise AI pilots show zero P&L impact, and IBM puts average AI ROI near 5.9%. Here's why the gap exists and the four-step framework I use to close it.
Anthropic's research showed AI agents sabotage each other in shared environments. Here are the four architecture guardrails every CTO needs before deploying multi-agent AI.
88% of AI agent pilots never reach production. The missing piece isn't better models — it's evaluation. Here's the three-layer eval pipeline I build for every agent system before it ships.
MCP hit 97 million monthly SDK downloads, but most enterprise deployments break in the same 3 places. Here's the production checklist I use after deploying it across healthcare, fintech, and SaaS.
After managing 50+ remote projects across US, UK, India, and Australia, here's what actually works for distributed Scrum teams — and what ceremony theater to skip.
After building both RAG pipelines and fine-tuned models in production, here's the decision framework I use with clients. The answer is usually RAG — but not always.
The architectural pattern that makes autonomous AI systems safe for production: confidence scoring and blast-radius analysis before every agent action.
The architecture decisions behind a 40-module autonomous platform that plans, builds, tests, ships, and handles compliance — built by one architect with modern AI tooling.
A fractional CTO isn't a consultant, an advisor, or a part-time employee. After 50+ engagements, here's when the model works — and the 3 situations where it doesn't.
87% of AI projects never make it to production. After leading 50+ AI engagements, here are the 5 reasons they fail — and none of them are technical.
The scorecard I use with enterprise clients to evaluate AI adoption readiness. Enter your work email and the download link is on the next page.