This week made one thing obvious: AI coding speed is up, but trust in code is now your real bottleneck.

Hook: the scary part isn’t wrong code anymore

The biggest AI risk in software teams right now is not bad output, it’s bad provenance.

Most senior devs I know can smell shaky code in a PR. We’ve trained that instinct for years.

What’s newer (and nastier) is code that looks fine, ships fast, and quietly breaks ownership, traceability, or security assumptions.