From Velocity to Reliability Software is being built faster than ever. AI has removed many of the constraints that once limited delivery, but it has also exposed a deeper challenge. Organizations are shipping more software, yet confidence in how it performs in production is declining. As implementation capacity scales, so does complexity, making systems harder