Open source at work isn’t a side hustle—it’s the backbone. Contributing upstream fosters trust both externally and internally within the bank. #OSPO #EngineeringLeadershi

Reflection Sunday: learning logs, chaos reports, resilience notes. Writing is my second form of debugging. #AIUpskilling #ResilienceEngineering

Not all toil is visible. In mainframe pipelines, hidden retries cost hours. Mapping them exposed friction; no dashboard showed. #DeveloperExperience #SRE

Agentic pipelines sound futuristic—but I shipped one. CI/CD now automatically reroutes steps under infrastructure stress. That’s resilience built in. #AIinDevOps #Automation

Every BU now requests AWS FIS and chaos templates. The real shift? Resilience is becoming compliance. #ResilienceEngineering #DevOps

Golden sets in RAG aren’t paperwork—they’re truth-sets. They keep evaluations honest when hype isn’t. #RAG #AIEngineering

Architecture reviews at NatWest aren’t just slides—they’re resilience maps. Testing them uncovers gaps before incidents do. #Architecture #Resilience

OSPO work taught me this: every InnerSource PR merged reduces silos by one. That’s culture in action. #OpenSource #Collaboration

#trump #H1B #Visa #India

Sunday reflection: orchestration beats implementation. From AI prompts to resilience rituals, alignment matters more than headcount. #EngineeringLeadership #FutureOfWork

AI won’t replace engineers, but it redefines them. My daily loops now feel less like coding, more like conducting. #AIUpskilling #FutureOfWork

The Chaos Monkey on OpenShift reminded me: sometimes resilience isn’t just tech, it’s about people. Teams adapt faster than pods recover. #ChaosEngineering #SRE

DORA metrics are sufficient, but story-driven metrics are more comprehensive. What did that rollback teach? What did that deploy unblock? #DevOps #EngineeringCultur

Inner loop friction is an invisible tax. Documenting it weekly gave me the biggest productivity unlock this quarter. #DevEx #SRE

RAIM isn’t a model—it’s a mindset. Seeing architecture, chaos, observability, InnerSource, and SRE as a single loop changed my perspective. #ResilienceArchitecture

Logs don’t lie. They’re my best debugging partner, from RAG pipelines to AWS chaos drills. #AIEngineering #Resilience

Reflections fuel corrections. Each week, I ask myself: Did I test my resilience enough? Did I learn AI deeply enough? #Leadership #ContinuousLearning

Pakistan will probably become the first team to lose against a single team thrice in a single cricket tournament । #indvspak2025 #AsiaCupFinal #IndianCricket #AsiaCup #cricket

Security isn’t gates—it’s defaults. Our DevSecOps pipeline patterns prove that enablement scales, while fear doesn’t. #DevSecOps #ShiftLeft

September wrap: resilience templates scaled, RAIM visuals drafted, RAG stability improved. Progress isn’t loud—but it compounds. #EngineeringLeadership #AIinPractice