Author: Frank

Most developers using AI coding assistants have hit the single-agent ceiling — context fills up, hallucinations creep in, and complex…

Most developers are still running AI coding agents one at a time — serializing work that could run in parallel.…

Roughly 20% of AI-generated code samples contain hallucinated package names — and 58% of those hallucinations recur predictably, making them…

Most teams obsess over picking the right AI coding tool, but the real bottleneck is the codebase they're pointing it…

AI-generated code has a 45–55% security failure rate that hasn't improved in three years — and your existing static analyzer…

41% of committed code is now AI-generated — and standard CI/CD pipelines weren't built to catch AI-specific failure modes like…

87% of AI agent pull requests contain at least one security vulnerability — and the same five patterns appear in…

AI coding tools now assist with 41% of committed code — but security pass rates have flatlined at 45–55% despite…

Vibe coding was scoped by its creator as a throwaway prototyping trick, not a production methodology — and the data…

Prompt engineering won't save an agent that's drowning in its own context. This post breaks down the four context engineering…