Just saw this announcement and wanted to share with the community. GitHub Actions introduces native AI-powered workflow optimization
This could have significant implications for teams using Jenkins. What does everyone think about this development?
Key points:
- Improved performance
- Breaking changes to watch for
- Limited beta access
Anyone planning to adopt this soon?
Resource consumption is a concern. What's your experience? Looking for real-world benchmarks if anyone has them.
Just implemented this last week. Already seeing improvements!
We implemented this using the following approach:
1. First step...
2. Then we...
3. Finally...
Results: significant improvement in deployment speed. Setup: Azure, ECS, 77 services.
Pro tip: if you're implementing this, make sure to configure resource quotas correctly. We spent 2 weeks debugging random failures only to discover the default timeout was too low. Changed from 30s to 2min and all issues disappeared.
Been using this for 6 months. Here's what I learned...
Consider the long-term maintenance burden before adopting.
Cautionary tale: we rushed this implementation without proper testing and it caused a 4-hour outage. The issue was memory leak in the worker. Lesson learned: always test in staging first, especially when dealing with authentication services.
For those asking about cost: in our case (AWS, us-east-1, ~500 req/sec), we're paying about $5000/month. That's 70% vs our old setup with ArgoCD. ROI was positive after just 2 months when you factor in engineering time saved.
Be careful with this approach. We had production issues.
This aligns with our experience. Highly recommend this approach.
Cautionary tale: we rushed this implementation without proper testing and it caused a 4-hour outage. The issue was DNS resolution delay. Lesson learned: always test in staging first, especially when dealing with payment processing.
Spot on. This is the direction the industry is moving.
Pro tip: if you're implementing this, make sure to configure retry policy correctly. We spent 2 weeks debugging random failures only to discover the default timeout was too low. Changed from 30s to 2min and all issues disappeared.
For those asking about cost: in our case (AWS, us-east-1, ~500 req/sec), we're paying about $2000/month. That's 40% vs our old setup with ArgoCD. ROI was positive after just 2 months when you factor in engineering time saved.