Kubernetes platforms
Workloads that roll out cleanly — health checks, Helm, and clusters that forgive bad deploys with fast rollbacks.
control planeus-east-1
cloud onlineus-east-1 · College Station, TX
Hi, I'm Yashas
Cloud · DevOps · AI
Cloud / DevOps / AI Engineer
Kubernetes, Grafana, CI/CD — then RAG, LLMs, and agents on the same cloud rails.
KubernetesGrafanaRAGLLMsDockerAWS
Delivery factory
Commit → Grafana
Tap a stage — the pipe advances. No endless scroll required.
stage 01 / 05
Push to main — the story starts
Every change lands in git. Reviews, branches, and a clean history so the pipeline always knows what it’s shipping.
Toolkit
DevOps first. RAG & LLMs next.
Click the icons — same stack I ship with: pipelines and clusters, then grounded retrieval and agents on top.
01 · DevOps & cloud
02 · RAG · LLMs · agents
Page · Certifications
Verified on Credly & LinkedIn
AWS cloud + AI credentials first — click any card to open the badge.
SAA · Amazon Web ServicesAWS Certified Solutions Architect – AssociateIssued Feb 2026Expires Feb 2029View badge AIF · Amazon Web ServicesAWS Certified AI PractitionerIssued Nov 2025Expires Nov 2028View badge CLF · Amazon Web ServicesAWS Certified Cloud PractitionerIssued Jul 2024Expires Jul 2027View badge ACA · Amazon Web ServicesAWS Academy Graduate — Cloud ArchitectingIssued Feb 2026View badge AIG · Amazon Web ServicesAWS Academy Graduate — Generative AI FoundationsIssued Oct 2025View badge
Additional · LinkedIn Learning & Skillsoft
- Artificial Intelligence for Project ManagersLinkedIn Learning · Sep 2025
- Becoming a Successful CollaboratorSkillsoft · Sep 2023
- Communicating with ConfidenceSkillsoft · Sep 2023
- Effective Stakeholder Communications for Technology ProfessionalsSkillsoft · Sep 2023
- Engaging Team Members and StakeholdersSkillsoft · Sep 2023
- Skills for Project Analysts: Negotiation SkillsSkillsoft · Sep 2023
Page · Ops
DevOps that ends on a dashboard — not a hope
Kubernetes, Grafana, pipelines, and AWS. Cloud is the substrate; DevOps is how it stays alive after the demo ends.
CI/CD that actually ships
GitHub Actions, Jenkins, Docker images — every commit closer to a deploy-ready artifact, not a weekend surprise.
Grafana on the glass
Prometheus metrics and Grafana boards so on-call sees the truth before users feel the pain.
Page · RAG / LLM
Trained on retrieval. Shipped as agents.
Not just prompt demos — production RAG, embeddings, tool-calling LLMs, and Bedrock on the same AWS fabric as the DevOps stack.
- RAG over AgriLife PDFs with pgvector — answers cite sources, not vibes
- LLM agents that route tools: geo queries, XGBoost inference, retrieval
- Hybrid search in one Postgres: PostGIS proximity + semantic embeddings
- Bedrock / Nova pipelines with Textract OCR behind Terraform
- Streaming FastAPI chat APIs consumed by a live Next.js geo client
Page · Catalog
Three planes. One cloud habit.
Kubernetes & platforms
Container platforms, Helm, and cloud-native deploys — workloads that roll forward and roll back cleanly.
CI/CD & observability
GitHub Actions, Jenkins, Docker, Prometheus, Grafana — pipelines that ship and boards that catch trouble early.
Cloud + AI systems
AWS, Terraform, and grounded LLM agents sitting on the same rails as production — not orphan demos.
Projects
Selected deploys
- 01us-east-1
Geo-Prescriptive RAG
Texas agriculture decision support: groundwater wells, SSURGO soils, and AgriLife PDF retrieval with a tool-grounded LLM agent auto-deployed to EC2.
EC2 · RDS · PostGIS · pgvector · CI/CD
- 02serverless
AI Energy & Wealth Intelligence
Serverless document intelligence on AWS — RAG over financial docs with Nova models, OCR, Comprehend, and SAST/DAST gated in GitHub Actions.
Bedrock · Lambda · Textract · Terraform
- 03poc
PolicyForge
Turns healthcare billing policy prose into executable, auditable rules — LLM draft conversion with a deterministic engine for safe claim verdicts.
Python · Bedrock · Streamlit
- 04compose
Polyglot Voting Stack
Microservices voting app with Prometheus/Grafana observability and a GitHub Actions pipeline that builds and pushes every service image.
Docker · Redis · Postgres · Grafana
- 05aws
CMIS Engagement Platform
External auth platform on AWS: Cognito, DynamoDB, API Gateway, and Lambda — role logic, graduation handover, and IaC end to end.
Terraform · Cognito · Lambda · Svelte
Page · About
From contact centers to field-grounded AI
MS MIS at Texas A&M. Previously Genesys & AWS at Carelon — Impact Award for keeping production alive under pressure. Now building geo-RAG research platforms on real cloud infrastructure.
Graduate Research Assistant
Mar 2026 — PresentTexas A&M AgriLife Research
- Ingested ~20M groundwater rows into AWS RDS PostgreSQL via EC2 and ArcGIS APIs; Glue ETL + IAM-scoped access for research teams.
- Hybrid retrieval in one Postgres: PostGIS proximity + pgvector semantic search over AgriLife PDFs.
- FastAPI LLM agent routing to geo tools, XGBoost, and RAG — Dockerized on EC2 with CI/CD and a Next.js geo client.
Full Stack Developer (GA)
Dec 2025 — PresentThe Bush School, Texas A&M
- Maintain WordPress properties on WP Engine with WCAG accessibility and university brand standards.
Genesys & AWS Cloud Developer
Feb 2023 — Aug 2025Carelon Global Solutions
- Migrated a 500-agent contact center to Genesys Cloud on AWS with zero downtime.
- Built IVR and routing on Lambda + API Gateway with metrics, logs, and traces for on-call.
- Automated brittle third-party workflows — 56% less manual ops; Impact Award for a P1 cutover that beat SLA by 50%.
Page · Connect
Spin up a conversation
Roles, platforms, AI on AWS — write me at yashassuresh@tamu.edu.
endpoint ready
Yashas Suresh
Cloud / DevOps / AI Engineer
- Phone
- 979-344-1237
- Region
- us-east-1 · College Station, TX