saranmahadev (Saran Mahadev) · GitHub
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saranmahadev/README.md

Typing SVG

Hey There 👋,

I'm Saran — a Generative AI Engineer with 3+ years in Research & Development, building enterprise Computer Vision solutions, Agentic AI systems, and Retrieval-Augmented Generation (RAG) pipelines at Zentron Labs, Bangalore.

I architect Generative AI platforms with LLMs, LangGraph, and MCP, design AI-assisted software engineering pipelines for code generation and documentation automation, and build deterministic Computer Vision algorithms for industrial inspection.

People call me Dev, Really!


Lets Connect 🤝

mail LinkedIn instagram


🎯 Currently Focused On

🔭 Architecting enterprise Generative AI platforms with LangGraph, MCP, and Agentic AI at Zentron Labs 🌱 Building Stride, an open-source spec-driven AI agent runtime with the Claude Code SDK 🤝 Developing Axon, a framework-agnostic memory SDK for RAG across vector databases 💡 Designing AI-native software development workflows — specification-driven development, automated documentation, and TDD


💼 Experience

Associate Software Engineer (R&D) · Zentron Labs Private Limited · Bangalore, India Feb 2023 – Present

  • Architected enterprise Generative AI platforms using LLMs, Agentic AI, LangGraph, MCP, and Retrieval-Augmented Generation (RAG)
  • Designed AI-assisted software engineering pipelines for code generation, repository understanding, and documentation automation
  • Researched and integrated emerging foundation models, prompting strategies, and orchestration frameworks to build the Model and Behavior Matrix
  • Developed deterministic Computer Vision algorithms and optimization systems for industrial inspection applications

Cloud Computing Specialization Trainee · Centre for Development of Advanced Computing (C-DAC) · Chennai, India Jul 2022 – Aug 2022

  • Hands-on experience with OpenStack and Docker — cloud infrastructure, virtualization, and enterprise networking

🚧 Featured Projects

Project Stack Description
Stride — Spec-Driven Agent Runtime Python, Claude Code SDK Open-source runtime for deterministic specification-driven AI agent execution with planning, validation, and checkpointing
Axon — Enterprise Memory SDK Python, Pinecone, ChromaDB, Weaviate, FAISS, Qdrant Framework-agnostic memory abstraction layer for semantic retrieval across vector databases, integrating with LangChain & LlamaIndex
LifeOS — AI Productivity Platform Golang, SQLite Repository-based personal operating system powered by AI agents for knowledge management and productivity

🎓 Education

Government College of Engineering Srirangam — B.E., Computer Science and Engineering · Trichy, India · 2019 – 2023

  • Department Representative for four consecutive years
  • Founded GCES Coderz Club and mentored 150+ engineering students
  • Organized technical workshops, hackathons, and national-level engineering events

📜 Certifications

  • Amazon: AWS Certified Cloud Practitioner
  • DeepLearning.AI: AI for Everyone
  • Python Foundation: Certified Associate in Python Programming (PCAP)
  • NDG: Linux Unhatched

🧰 Tech Stack

Category Stack
Languages Python, SQL, JavaScript, C++, Go
Generative AI Claude, Gemini, OpenAI SDK, LangChain, LangGraph, LlamaIndex, MCP, Hugging Face
RAG / Vector DB Pinecone, ChromaDB, Weaviate, FAISS, Qdrant
ML / Computer Vision PyTorch, TensorFlow, OpenCV, NumPy
Backend FastAPI, Flask, Streamlit, Pydantic
Cloud & DevOps AWS, GCP, Docker, Kubernetes, Git, GitHub Actions
LLMOps LangSmith, Langfuse, MLflow
Databases PostgreSQL, MySQL, MongoDB, Redis, SQLite

✍️ Where I Share Ideas

medium substack

Latest Blogs:

medium


Latest YouTube Videos:

youtube


Latest Podcasts:

spotify


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