Product

45% of AI-generated code contains security flaws. 86% fails XSS. The illusion of correctness is the real risk — and it's hiding in plain sight.

Technical deep-dive on file conflict mechanics in multi-tool AI development and Forge's Rust lock manager

Build-in-public narrative of Forge's architecture — why L1 for governance, L2 for state, L3 for visibility

Founder story connecting Walgreens $1B transformation and enterprise PM career to multi-agent AI coordination

67% of enterprise AI projects fail. The problem isn't the AI; it's coordination. Forge is an orchestration engine that turns Claude Code and Codex CLI into a governed development team (Antigravity CLI support is in development).

I shipped Forge, a Rust binary that coordinates Claude Code and Codex CLI into a unified development team (Antigravity CLI support is in development). File locking, knowledge capture, drift detection (needs a configured model). One-liner install.