Python, NIST AI RMF, MITRE ATLAS, adversarial ML attack and defence, adversarial machine learning, Go, OWASP LLM Top 10, membership inference, prompt injection, AI red-team and defensive tooling, AI ML security, poisoning, EU AI Act, evasion, model extraction, security data science, ISO IEC 42001, model supply-chain frameworks

object storage , Prometheus, Grafana, Gcp, FastAPI, Azure, Kubernetes, AWS, distributed systems patterns, non-relational databases, Data-lakes, Open-telemetry, cloud-native service design

model selection , Distributed Systems, Cloud Infrastructure, rollback experimentation, automated regression frameworks, fallback strategies, unconstrained interaction models, offline test sets, live traffic sampling, real-time performance monitoring, caching strategies, model serving infrastructure, AI capability routing and orchestration, ML inference infrastructure, intent orchestration, model and prompt release gating, latency optimization, Speech Processing, evaluation and quality assurance infrastructure, observability tooling, large-scale AI platform engineering, intelligent query classification

Terraform, Prometheus, Grafana, Helm, Kubernetes, GitOps, OpenTelemetry, Kustomize, Traffic Management, mTLS

Amazon Web Services, Rust, React, Typescript, Terraform, Nodejs, Pulumi, Azure, GitHub Actions, Infrastructure-as-code solutions, Go