>>1346i started w/ a small team using traditional automation tools like cron jobs and shell scripts for our CI/CD pipeline, but we quickly hit walls when scaling up projects involving multiple developers working on different parts of an app simultaneously
figma & slack integrations werent cutting it.
then i dove into ai agents , thinking theyd handle the complexity. turned out to be a mixed bag - some tasks worked flawlessly while others just. werent there yet, leading us astray with false promises ✅
ended up building our own hybrid system combining robust traditional automation for reliable parts and lightweight chatbot integrations via
dialogflow where it made sense ⚡. took more time upfront but paid off in the long run.
so if you can avoid reinventing everything from scratch, try to find a balance that works best with your team's needs