Sai Kumar Yava

Hey, I'm Sai Kumar Yava

Innovative and results-driven AI Engineer with 11 years of experience in designing, developing, and deploying scalable AI solutions. Skilled in leveraging Generative AI, Agentic AI, and data-driven strategies to enhance business productivity, optimize decision-making, and automate complex workflows.

About Me

As a Lead AI Engineer, I lead AI Solution Architecture and the design and deployment of enterprise-scale Generative AI systems and Enterprise AI Platforms, leveraging LLMs, RAG-based architectures, workflow orchestration, and AI agent engineering to drive intelligent decision-making and enterprise productivity, while aligning with Responsible AI principles.

I specialize in AI Backend Architecture & Design, engineering scalable, API-driven backend systems as part of Enterprise AI Platforms, integrating LLMs, FastAPI, GraphQL, and microservices to support real-time AI workflows, data processing, and model inference at scale.

With expertise in MLOps, Model Governance & Deployment, I design and implement end-to-end MLOps pipelines using MLflow, Docker, Jenkins, Kubernetes, and AWS SageMaker for automated CI/CD, model deployment, monitoring, and lifecycle management with FastAPI and Elasticsearch.

I've delivered cross-industry AI solutions across finance, insurance, healthcare, and e-commerce, applying Responsible AI and Model Governance to drive measurable and compliant business impact through Generative AI–powered automation tools and intelligent workflow systems.

11
Years Experience
57+
Public Repositories
264+
GitHub Stars

Core Competencies

AI Infrastructure & Operations

Design and deployment of enterprise-scale AI platforms with scalable infrastructure and operations

AI Workflows & Automation

Building intelligent workflow systems and automation tools powered by Generative AI

Generative AI & Agentic AI

Leveraging LLMs, RAG architectures, and intelligent agents for enterprise solutions

AI Agent Orchestration & System Design

Architecting multi-agent systems with workflow orchestration and intelligent coordination

Python Programming & Package Development

Expert in Python development with focus on AI packages and production-ready libraries

Cloud Engineering & Platforms

Deploying and managing AI solutions on AWS, Azure, and cloud-native platforms

LLM Fine-tuning & RLHF

Optimizing large language models through fine-tuning and reinforcement learning techniques

Context Engineering & RAG

Building advanced RAG pipelines with vector databases and context-aware retrieval systems

Skills & Technologies

AI, ML & Generative/Agentic AI

LangChain LangGraph Prompt Engineering LLMs Embeddings Vector Databases RAG Pipelines Agentic AI Design Scikit-learn PyTorch SpaCy MLflow AutoML MLOps

Programming & Frameworks

Python FastAPI AsyncIO Pydantic SQLAlchemy REST APIs GraphQL APIs gRPC Docker Kubernetes OpenShift PCF

Data Engineering & Databases

PostgreSQL MongoDB Redis Elasticsearch PGVector Kafka Search & Ranking Data Pipelines

DevOps & CI/CD

Jenkins Git GitHub Actions Containerization Observability & Logging Model Monitoring Azure AI AWS Terraform

Tools & IDEs

PyCharm VS Code Jupyter Linux CLI

Featured Projects

Capabilitymesh

The first and only Python package providing universal capability discovery and negotiation across all major agent frameworks - CrewAI, AutoGen, LangGraph, A2A, and custom agents. Revolutionary tool for multi-agent system interoperability.

Python Agentic AI Multi-Agent Systems

Tinyworkflow

A simple, Python-first workflow library designed for learning workflow concepts, prototyping, and lightweight task orchestration. Perfect for understanding distributed workflow patterns and building proof-of-concepts.

Python Workflow Orchestration

Token-copilot

A lightweight, production-ready library for tracking and optimizing LLM costs. Provides detailed token usage analytics, cost estimation, and budget management for Large Language Model applications.

Python LLM Cost Optimization

DeepAsr

Open-source Automatic Speech Recognition (ASR) package for speech recognition model training. Built with Keras and TensorFlow, implementing state-of-the-art deep learning techniques for accurate audio transcription.

Machine Learning TensorFlow ASR
⭐ 24 stars
View Project β†’

FuncRoute

Production-ready Python package for intelligent task routing in agentic AI systems. Fine-tunes Google's FunctionGemma for high-accuracy, low-latency function routingβ€”99% cheaper and 10-100x faster than GPT-4, with built-in caching and FastAPI server.

Python AI Routing LoRA Fine-tuning FastAPI

Textgetter

Python package for extracting text from images and PDFs using Tesseract OCR. Streamlines document processing workflows with reliable text extraction and multi-format support.

Python OCR Document Processing
View Project β†’

Education & Certifications

Education

2020

PGP - Artificial Intelligence and Machine Learning

Great Lakes Institute of Management

Hyderabad, India

2012

B.Tech. - Computer Science and Engineering

Vivekananda Institute of Technology and Science

Karimnagar, India

Certifications

Advanced Certification in Artificial Intelligence and Machine Learning

International Institute of Information Technology (IIIT-H)

Hyderabad, India 2018

Get In Touch

Let's Connect

I'm always interested in hearing about new projects and opportunities. Whether you have a question or just want to say hi, feel free to reach out!