Engineering Agents for Production

Architecting Deterministic Control Loops
around Non-Deterministic LLMs.

I build scalable agentic workflows, RAG systems, and distributed training pipelines. Turning research concepts into reliable infrastructure.

AI Agent Engineer Specializing in autonomous workflows & infra

I bridge the gap between AI research and production-grade infrastructure. With a background in distributed GPU training and genomics sequence classification, I specialize in building the orchestration layers that make LLMs reliable at scale.

Whether it’s architecting agentic workflows to automate complex SQL generation or optimizing inference performance for multi-billion parameter models, my goal is to turn non-deterministic research concepts into high-availability systems that save real-world time and cost.

~20 hrs/wk
Of Manual SQL Generation Automated
70%
Training Cost Reduction via Distributed Tuning β†—
Krishna Vamsi Dhulipalla

Projects

Agentic Workflow

Autonomous UI Agent

Building reliable agents for non-deterministic web interfaces. Achieved 94% success rate on complex tasks by implementing a two-stage verification loop and vision-based state checks using LangGraph.

LangGraph Playwright Vision
Enterprise RAG

Internal Data Agents

Automated 65% of manual data queries. Built SQL-generating agents using LangChain that can safely query internal DBs and structured APIs, wrapped in a schema-validated FastAPI service.

LangChain SQL/Pandas K8s
LLM Efficiency

Proxy TuNER (LLaMA 2)

Optimized cross-domain NER without full fine-tuning. Used proxy-tuning to steer LLaMA 2 via smaller expert models, slashing training costs by 70% while boosting F1-scores by 8%.

PyTorch LLaMA 2 Eff. Tuning
Real-Time System

IntelliMeet

Decentralized video platform with on-device attention tracking using RetinaFace. Reduced dropout rates by 25% via custom network recovery logic and WebRTC optimization.

WebRTC FastAPI Computer Vision
BioComuping

DNA Sequence Classifier

Scaled genomics analysis to 1M+ sequences using DNABERT and LoRA. Orchestrated distributed fine-tuning on HPC clusters via Airflow, achieving 30% higher throughput.

Airflow HPC/Batch DNABERT
Agentic + Streaming

PulseMap

Disaster intelligence platform ingesting real-time signals via Kafka. Agents perform geospatial reasoning and triage, reducing manual info-processing time by 60%.

Kafka Agents Geospatial

Experience

Software Engineer (AI Platform)

Cloud Systems LLC β€’ Jul 2025 - Present

Architected agentic workflows to automate 65% of internal data requests. Rebuilt ETL pipelines reducing runtime by 25% and deployed containerized services on K8s maintaining 99.9% uptime.

Machine Learning Engineer

Virginia Tech β€’ Aug 2024 - Jul 2025

Increased genomics throughput by 32% via LoRA/Soft-prompting. Orchestrated 100+ distributed GPU experiments and containerized fine-tuning workflows to slash setup time.

Graduate Research Assistant

Virginia Tech β€’ Jun 2023 - May 2024

Improved NER F1-score by 8% using proxy-tuned LLaMA 2 models. Optimized inference performance by 30% and reduced training costs by 70%.

Software Engineer

UJR Technologies β€’ Jul 2021 - Dec 2022

Standardized REST APIs reducing integration defects by 40%. Automated CI/CD pipelines via GitHub Actions cutting release failures by 20%.

Education

Virginia Tech

Master of Science, Computer Science

GPA 3.9/4.0

Vel Tech University

Bachelor of Technology, Computer Science and Engineering

GPA 8.24/10

πŸ“œ Selected Research

Predicting Circadian Transcription in mRNAs and lncRNAs

IEEE BIBM 2024

DNA Foundation Models for Cross-Species TF Binding Prediction

NeurIPS ML in CompBio 2025

Multi-omics atlas of the plant nuclear envelope

Under Review

Science Advances β€’ University of California, Berkeley

Technical Arsenal

Languages & Web

Python TS/JS SQL R Node.js React Tailwind HTML/CSS

AI & Agents

LangGraph LangChain AutoGen MCP PyTorch Transformers RAG LoRA OpenAI SDK Prompt Eng

MLOps & Orchestration

Airflow Docker K8s MLflow W&B Distributed (DDP) HPC CI/CD GitHub Actions

Cloud & Backend

AWS (S3/ECS) GCP (BigQuery) FastAPI Redis MongoDB Vector DBs Linux

Data & Observability

Snowflake ETL LangSmith Grafana Prometheus Streamlit Evals

Outside Work

πŸ‘¨β€πŸ³
Cooking
Experimenting with Indian dishes
🏏
Cricket
Weekend matches with friends
πŸš€
Space
Deep space exploration enthusiast
πŸ₯Ύ
Hiking
Exploring trails & nature

Let's talk

Open to roles and collaborations. The fastest way to reach me is email or LinkedIn.