A green CI check doesn't mean anybody validated anything. You can ship a service, watch every test pass, and still find out in production that nothing works. By then it's not a code review comment. It's an incident.

Validation is the cheapest place in your whole pipeline to catch that, and almost every team treats it as a checkbox at the end. We built Aries to fix it. In beta it took testing from weeks down to minutes.

Season 1 of AI Afterhours, Signals & Noise, is about how organizations cut through noise, find the signals that matter, and turn them into better decisions.

In Episode 6, API Assurance with Aries, I sat down with Varun Vemula, our CEO at AZTRA, to kick off the software and digital infrastructure arc. If you own APIs in production, you've lived this.

What we get i ...