About Me: https://www.linkedin.com/in/nirmala-janakiraman-7a83b112/ Domain Expertise & Technical Mentorship - Quality Engineering strategy — regression models, quality gates, shift-left, release governance - Platform engineering and DevOps — CI/CD, deployment intelligence, observability - Infrastructure development — building shared test infrastructure serving large engineering orgs - Network security QA — GigaSMART, TLS/SSL decryption, DPI, NetFlow, 5G/GTP, FIPS compliance - AI/ML in engineering — LLMOps, agentic automation, integrating AI into DevOps pipelines - Cloud-scale test infrastructure — AWS, Azure, VMware, Kubernetes, hardware lab to cloud migration Peer Brainstorming & Strategic Conversations - Engineering org design — structuring QA, platform, and infrastructure functions at scale - AI-first engineering strategy — where LLMOps, agentic AI, and platform engineering intersect - Building intern and talent pipelines at organisational scale - Quality as a business metric — connecting engineering quality to revenue, trust, and customer impact - Career pivots and reinvention — navigating layoffs, transitions, and next chapters with clarity For Young Engineers & Aspiring Leaders - How to grow fast as an IC and get noticed - Transitioning from manual testing to automation engineering - Building test automation frameworks from scratch - AI-native testing — Playwright/Appium/Robot, MCP, and agentic workflows - Network security fundamentals for QA/SDET engineers - Breaking into QA/SDET — what hiring managers actually look for - Transitioning from IC to Engineering Manager - Managing cross-geo teams with low attrition - Influencing without authority — stakeholder alignment - Defining quality strategy and owning release decisions - Developing your own team into future leaders