3 DevOps AI Projects Jo Interview Me Kaam Aayenge — Pipeline, Kubernetes, AWS Bill

Mere 3 AI DevOps projects — PipelineSage, SentinelOps aur CostSage — bilkul waise explain kiye jaise DevOps interview me karne chahiye: pehle problem, phir tool kaise kaam karta hai, phir fayda number ke saath. Teeno projects ke real demo is video me chalte hue dikhaye hain. 🔗 Teeno projects open source hain — khud chalakar dekho: • PipelineSage (CI/CD failure triage bot): https://github.com/Zaid1110/pipeline-... • SentinelOps (Kubernetes anomaly detector + Slack alerts): https://github.com/Zaid1110/sentinelops • CostSage (AWS cost advisor): https://github.com/Zaid1110/cost-sage Chapters: 00:00 Project batao wala sawaal 00:14 Teen projects, teen problems 00:35 Problem 1: fail hua build, 200 line ka log 01:00 PipelineSage kaise kaam karta hai 01:38 Fayda: 45 minute se kuch second 01:57 Problem 2: CrashLoopBackOff 02:21 SentinelOps kaise pakadta hai 02:52 Fayda: Slack par incident summary 03:19 Problem 3: chupchaap badhta AWS bill 03:40 CostSage kaise kaam karta hai 04:09 Fayda: $262/month ki bachat 04:31 Interview me present kaise karein 05:00 Yaad rakho Is video me cover hai: • PipelineSage — failed CI build log se failing step, likely cause aur suggested fix, bina API key ke offline mode me; AI mode (Claude) optional hai • SentinelOps — CrashLoopBackOff, OOMKilled, ImagePullBackOff, FailedScheduling aur error-rate spike detection; severity-ranked incident summary Slack par (demo me dry-run) • CostSage — AWS Cost Explorer CSV se idle EC2/RDS, oversized instances, unattached EBS volumes aur purane snapshots ki pehchan; demo data par $262.50/month ki potential bachat • Interview framework — har project ko problem → tool → result ke dhache me kaise present karein, aur demo data ko lekar imaandari kyun zaroori hai Ye video unke liye hai jo DevOps interview ki tayari kar rahe hain, apne projects ko behtar explain karna chahte hain, ya AI ko DevOps ke roz ke kaam me istemal karna seekhna chahte hain. Demo ke liye sample data use hua hai — teeno tools ke offline mode bina kisi API key ke sach me chalte hain.