More Thorough AI Review for Claude Code, Codex, and Claude Cowork
Open-source adversarial review for code and business work with Friendly Adversary and Zero Defect across Claude Code, Codex, and Claude Cowork.
Lead Forward Deployed Engineer helping teams turn AI tools into production workflows
I am a Lead Forward Deployed Engineer and the VP of Technology at Elios AI. I help engineering and business teams deploy AI across the workflows they already use. From agentic coding, MCP servers, and internal tools to AI-assisted operations, documentation, and team adoption. I share practical engineering insights on this development blog.
Interested in an AI strategy session?
Let’s talk about how AI can be deployed into your team’s real workflows.
Book here
Linux Codex Desktop App with Remote Control: How I Got 'Control Other Devices' Working
A practical debugging writeup on getting the unofficial Linux Codex Desktop App remote control flow working so Linux can control a Mac mini.
Claude Rules vs CLAUDE.md: Pattern-Scoped Conventions Your Team Is Missing
CLAUDE.md is directory-scoped. .claude/rules/ is pattern-scoped. Most teams only use CLAUDE.md and miss the rules mechanism entirely. Here is how we use both in a real Nx monorepo.
10 Azure Entra ID Incompatibilities with MCP Server Authentication (And How to Fix Them)
Azure Entra ID breaks the MCP auth spec in at least 10 ways. Here is every error code, every workaround, and the OAuth proxy pattern that makes it all work with Claude Code, MCP Inspector, and other MCP clients.