AI

Frameworks solve syntax. Portfolio Architects solve delivery. The distinction is the difference between code that runs in a demo and code that ships to production.

AI is collapsing the project management hierarchy. The role it's creating — Portfolio Architect — doesn't look like what came before.

Every era of software development has had the same coordination problem. Every era has produced a more capable tool. Here's the lineage.

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

The Tool That Writes Your Code Is Also Writing Its Bugs

AI-Generated Code Has 2.74x More Vulnerabilities

SLMs Beat LLMs at Specific Tasks -- The Performance Case for Smaller Models

SLMs Beat LLMs at Specific Tasks -- The Performance Case for Smaller Models