ADLC Knowledge: Mixing 20 years of SDLC expertise with AI

Review time is the new bottleneck. The fix isn't trusting the model, it's putting an adversarial agent in front of every AI output so trust becomes a property of the process, not a feeling.

We rolled back from Opus 5 to Opus 4.8. Memory loss, path confusion, confidently wrong answers, issues we hadn't seen since Sonnet 4.x. Newer isn't always better. Here's the two-part system we use to grade every model release before it costs our customers time, energy, and money.

A step-by-step field guide to building internal model benchmarks: the five failure axes, deterministic-first tiers, and how to catch "confidently wrong" before it hits production.

Enable cleaner, more readable import statements with TSConfig path aliases. Learn how to set them up and improve your TypeScript code maintainability.

The top VSCode extensions for frontend developers to improve productivity and code quality.