Security-reviewing AI-written code, the licensing and IP questions, and managing tech debt and over-reliance.
Work out what an AI model actually costs per month from your token usage, and compare the major models side by side.
Compare a flat monthly chat subscription against the equivalent API usage and find the break-even point where one overtakes the other.
The specific vulnerability classes that show up disproportionately in model output, and how to catch them in review.
Copyright status, license contamination, indemnity fine print, and the controls that keep AI-assisted code shippable.
How over-reliance on coding assistants degrades a codebase and a team's skills, and the practices that hold the line.