The hidden cost of evaluation loops
Evaluate → tweak → rerun → find more bugs → repeat until insanity.
The real killer isn’t repetition. It’s the time drain. Your evals aren’t slow, how you manage them is what kills momentum. So, last week we shipped major eval workflow upgrades:
✅ Self-improving evaluation infrastructure
Give specific feedback once, and the system automatically re-tunes every future evaluation to your guidelines and ground truth. No more manual tweaks, no drifting standards, no redoing the same work.
✅ Evals That Evolve With You
Static eval suites are technical debt in disguise. Our approach: Templates you control directly. Clone successful patterns. Deprecate outdated criteria instantly. Zero dependency on engineering for changes that should take minutes, not sprints.
✅ Smart Alerts Before Problems Hit
Most teams discover quality regressions in production. We surface them during development. Toxicity creeping up or Response times degrading or your Performance metrics taking a u-turn? You get alerted before customers notice, not after.
**💡The compound effect: **Each improvement builds on the last. Less manual work today means better evals tomorrow. Better evals tomorrow mean faster shipping next week.
More suggestions? Keep’em flowing in the comments below.
