Startup

You cannot judge a framework you cannot read, and comparing frameworks across ecosystems mostly produces noise. Here is what a non-technical founder can actually check when someone proposes Ruby on Rails.

Our AI code reviewer found a SQL injection, described it accurately, and set the verdict to approve in the same response. Here is what we changed.

Copilot now takes part in more than one in five code reviews on GitHub. The research says AI reviewers earn their keep - and that the tuning which makes them usable suppressed about a fifth of real vulnerabilities on a standard benchmark.

A change swapped a made-up number for a confident, wrong explanation of how Propshaft works. Spotting the difference is the thing you are actually hiring for.

A fake think tank published 100+ reports built to be repeated by chatbots, behind a $900,000 government contract. The same economics reached your blog. Four checks you can run.

Cheap developers turn into expensive mistakes when nobody senior reads their code. A 20-minute pull request check plus ways to add review without a CTO salary.

Five SLA requirements for your dev shop contract: response times, fix windows, uptime, a definition of done, and a penalty clause that actually bites.

How to switch development agencies without losing your code: the 30-day overlap, the cold-start deploy drill, and what the next team needs on day one.

Retros for non-technical founders: what a retrospective is, what the one-page summary should say, and why a repeated action item is your best warning sign.

Under US copyright law the code your dev shop writes is not yours by default - a signed clause makes it yours. Five clauses to check, plus one command to run first.