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jashwanthsai678/README.md

engineer = {
    "name":        "Dodda Jashwanth Sai",
    "role":        "AI Engineer",
    "focus":       ["LLMs", "AI Agents", "RAG", "Machine Learning", "Deep Learning"],
    "foundations": ["Data Science", "Data Structures & Algorithms", "System Design"],
    "builds":      ["ML/DL models", "AI workflows", "autonomous agents", "self-hosted AI systems"],
    "open_source": ["MoCICD", "CanIRunLLM"],
}

About

AI Engineer with strong fundamentals in machine learning, deep learning, and data science. I build models, LLM-powered workflows, and agents, and ship them as reliable, production-ready services, including self-hosted deployments. My work spans healthcare and education, and I publish open-source tools for the AI ecosystem.


What I Can Build

Each area below shows what I build and the skills behind it.


🧪 Machine Learning & Deep Learning

I can build

  • Classification, regression, and prediction models on real datasets
  • Neural networks trained, tuned, and evaluated end to end
  • Computer vision pipelines for image and video tasks
  • Data cleaning, feature engineering, and analysis workflows

Skills & tools

PyTorch TensorFlow scikit-learn OpenCV NumPy Pandas Matplotlib

Neural Networks Computer Vision NLP Feature Engineering Model Evaluation Data Analysis


🤖 LLMs & Generative AI

I can build

  • LLM-powered applications with structured, reliable outputs
  • Fine-tuned and optimized models for specific tasks
  • Self-hosted LLM services with OpenAI-compatible APIs and SDKs
  • Prompt pipelines with function calling and guardrails

Skills & tools

Hugging Face vLLM LangChain

Prompt Engineering Function Calling Structured Outputs Fine-Tuning (LoRA) Quantization Model Serving


🧭 AI Agents & Workflows

I can build

  • Stateful multi-agent workflows that plan, call tools, and hand off tasks
  • Role-aware agents with memory and personalized behavior
  • Automation for evaluation, compliance, and document-heavy processes

Skills & tools

LangGraph LangChain

Agentic Workflows Tool Use Function Calling Contextual Memory Guardrails Role-Based Access


📚 RAG & Retrieval

I can build

  • Document ingestion pipelines for PDF, DOCX, and text
  • Semantic search and question answering over private knowledge
  • Knowledge bases that stay continuously in sync with their sources

Skills & tools

Vector DBs Redis

Embeddings Semantic Search Document Chunking Information Retrieval Named Entity Recognition Zero/Few-Shot Classification


🎞️ Multimodal AI

I can build

  • Systems that understand text, speech, and video together
  • Video-to-video retrieval, answering questions with contextual video responses

Multimodal LLMs Speech Extraction Video Processing Multimodal Retrieval


⚙️ AI Backends & Deployment

I can build

  • Async, low-latency APIs that put models and agents in front of users
  • Secure, multi-tenant services with authentication and role-based data isolation
  • Containerized, cloud-deployed AI services with CI/CD

Skills & tools

Python SQL C# C Bash

FastAPI Flask ASP.NET Core MongoDB MySQL SQL Server

Docker AWS GCP Terraform CI/CD Linux

REST APIs Microservices Async Processing OAuth RBAC System Design


🧱 Computer Science Fundamentals

Data Structures & Algorithms · Object-Oriented Programming · DBMS · Operating Systems · Computer Networks · System Design


What I've Built

Open Source

MoCICD  ·  Apache-2.0

Continuous model discovery, sandboxed benchmarking, and human-approved promotion for every place an application calls an LLM.

Python Flask LLM Evaluation Agentic Pipeline

Repository  ·  Live site

CanIRunLLM  ·  MIT  ·  PyPI

Scans your hardware and tells you which open-source LLMs your machine can run, with a local dashboard and one-click model setup.

Python Local LLMs Ollama llama.cpp

Repository  ·  PyPI  ·  Live site

MoCICD CanIRunLLM

Production AI Systems

Project What it does Built with
Self-Hosted LLM Platform OpenAI-compatible model API with an internal SDK and API-key access, so apps can move off third-party providers vLLM FastAPI Quantization
Live Sync RAG Platform Keeps enterprise knowledge bases continuously synced and searchable over PDF, DOCX, and text RAG Vector DB OAuth Async Python
Video-to-Video RAG Answers questions over training videos by generating contextual video responses Multimodal Retrieval Embeddings LLMs
AI Education Platform Multi-tenant platform with stateful multi-agent workflows and role-based data isolation LangGraph Function Calling RBAC
AI Telehealth Platform LLM agents for clinical documentation and entity extraction with guardrails, connected to EHR databases LLMs NER Async APIs

Education & Recognition

  • B.Tech, Computer Science (AI & ML), Marri Laxman Reddy Institute of Technology and Management
  • Certifications: Google Cybersecurity, Machine Learning, Artificial Intelligence, Data Science & Analytics
  • Selected for the National Innovation Design and Entrepreneurship Bootcamp 2024
  • 300+ coding problems solved across LeetCode, HackerRank, and CodeChef
  • Conducted AI/ML workshops, hackathons, and mentoring sessions for students and junior developers

GitHub

GitHub Stats Top Languages


Connect

LinkedIn GitHub Email

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