18+ years building DevOps, SRE, cloud and secure delivery platforms across financial services, media and enterprise tech. Now applying GenAI, RAG and developer tooling to engineering problems at scale.
whoamiakshay-sinha · platform eng, devops & ai · 18+ yrsrag ingest --from jira,incidents,docs✓ embeddings stored in postgres · assistant onlinekubectl apply -f gatekeeper/constraints/✓ opa admission policies enforcedls ~/stackgenai/ kubernetes/ opa/ terraform/ airflow/
RAG assistants, defect intelligence and agentic developer tooling built on foundation models.
Kubernetes and OpenShift platforms with policy-driven admission control and automated provisioning.
Infrastructure and policy as code, with security controls that are validated automatically.
Pipelines, orchestration and APIs behind critical, high-volume trading workflows.
Leading DevOps, automation and production engineering for Equity Swaps platforms in Institutional Securities.
Led DevOps teams for PepsiCo and Universal Studios. Built a global NGINX API platform and ran CDN operations on Akamai and Cloudflare.
Led DevOps for Comcast, NBC Universal and Universal Studios. Automated API publishing, microservice onboarding and large-scale data migration.
Automated build, release and deployment for WebSphere, Java and .NET applications.
Frozen word embeddings failed a relation-extraction test, a supervised probe blamed the readout, and an order-aware probe then showed the probe had most likely been reading topic, not relations.
Two instrumented language pipelines completed normally while their routing front ends produced no useful events or almost no route coverage.
A narrowly scoped relation-binding and route-local-retention mechanism survived a sealed confirmation across four distinct graph structures without establishing general language understanding.
Whether it's a delivery platform that needs rebuilding, security controls that should run themselves, or an AI assistant grounded in your own engineering data, I'd love to hear about it.