Siva Cheruku
AI Engineer | Delivering Production-Grade GenAI & Data Science Solutions @ CMLO Labs | 10× Efficiency via Workflow Automation | Python • LangGraph • MLFlow • Fine-Tuning
- Role
- Ai Engineer at Cmlo Ai
- Location
- Houston, TX, US
- LinkedIn followers
- 500 followers
About Siva Cheruku
AI Engineer with experience building production-grade systems that combine LLMs, data…
Experience
Ai Engineer
Sep 2023 — Present · The Woodlands, TX, US
Led development of a production-grade workflow automation platform using LLMs, LangGraph, and custom pipelines to streamline decision-making across multiple client industries.• Built LangGraph-driven agent workflows that automate up to 80% of the software delivery cycle — from ticket intake to code generation, testing, and PR creation.• Fine-tuned and deployed classification (BERT) and NER (spaCy) models for real-time use cases, leveraging MLFlow and GPU acceleration with CUDA.• Built scalable backend systems using FastAPI, Docker, and Kubernetes; implemented multi-tenant IAM using Keycloak.• Developed graph-based RAG pipelines using Neo4j and Cypher, optimizing ingestion speed by 100× through indexing and batching.• Delivered live GenAI demos to enterprise clients, tailoring solutions and shaping product direction based on feedback.• Contributed to architectural design and infrastructure decisions; owned backend delivery for critical components in a 10-person engineering team.• Projects include- Chatbot for top-3 US business school to reduce TA workload using LLM-based automation - Agent system to fully automate the software delivery lifecycle (JIRA → Code → Tests → PR)- Generative AI solutions for cybersecurity and pension fund clients
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