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suryapa1/README.md

Hey, I'm Surya Nersu 👋

Typing SVG


Portfolio LinkedIn Substack Email


🧠 About Me

I design and ship production-grade multi-agent AI systems that orchestrate LLMs, enterprise tools, and data pipelines into products that actually work at scale. My sweet spot is the gap between "cool demo" and "runs in production".

What I Build

  • 🤖 Multi-agent orchestration — Claude, GPT & open-source LLMs working in concert
  • 🔗 MCP integrations — Model Context Protocol for enterprise tool connectivity
  • 🧬 Vector search microservices — Milvus-powered RAG at scale
  • 🔐 Secure cloud-native AI — container hardening, CVE remediation, supply-chain security

What I'm Doing Now

  • 🔭 Building an Enterprise Sales Intelligence Hub with multi-agent Claude
  • 🏥 Designing "AI Care Team" — a healthcare multi-agent platform concept
  • ⚡ Optimizing ADK latency & HTTP/2 connection pooling on Cloud Run
  • ✍️ Writing about AI agent patternssnersu.substack.com

Background: Published researcher (cybersecurity in ETL pipelines, distributed data lakes, AI-driven security) · NIT Tiruchirappalli alumnus · 67+ repos spanning ML, data science & TensorFlow


🚀 Flagship Projects

🤖 Enterprise AI Agent Platform

Multi-agent system with intelligent routing, tool integration, and real-time collaboration between specialized AI agents for enterprise decision support.


Python Claude MCP Docker Cloud Run

🔍 Multi-Agent Deep Research Platform

Orchestrates specialized research agents that gather, cross-reference, and synthesize information from diverse sources into actionable intelligence reports.


Python LangChain Vector DB FastAPI

🧬 Milvus Vector DB Microservice

High-performance vector similarity search for enterprise RAG applications. Optimized for low-latency retrieval across millions of document embeddings.


Milvus FastAPI Docker gRPC

🏥 Healthcare AI Summarization

AI-powered clinical document summarization — extracts key findings, medications, and action items from unstructured medical text with high accuracy.


Python Transformers FHIR Docker

💡 All projects are POC-centric explorations — no client or employer references. Browse my work at github.com/suryapa1.


⚙️ Tech Stack

🧠 AI / ML / LLM

Python PyTorch TensorFlow HuggingFace LangChain Claude API OpenAI MLflow Scikit Learn

☁️ Cloud & DevOps

GCP Azure Docker Kubernetes Cloud Run GitHub Actions Terraform

🗄️ Data & Storage

BigQuery Milvus PostgreSQL Databricks Looker Redis

🔌 Protocols & APIs

MCP ADK FastAPI gRPC REST


🏗️ My Engineering Philosophy

     ╭────────╮     ╭────────╮     ╭────────╮     ╭────────╮
     │ LEARN  │────▶│ ADAPT  │────▶│ EXTEND │────▶│ SECURE │
     │        │     │        │     │        │     │        │
     │Research│     │ POC &  │     │Scale & │     │Harden &│
     │patterns│     │validate│     │ship    │     │publish │
     ╰────────╯     ╰────────╯     ╰────────╯     ╰────────╯
          │                                            │
          ╰──────────── continuous loop ───────────────╯

"The best AI systems aren't the smartest — they're the most reliable."


📊 GitHub Stats

GitHub Stats    Top Languages
GitHub Streak
Activity Graph

📝 Latest Writing & Research

📄 Published Research — Cybersecurity in ETL Pipelines · Distributed Data Lake Architectures · AI-Driven Security Systems
✍️ Substack — AI agent patterns, multi-agent architectures, enterprise AI insights → snersu.substack.com
🧪 AI Lab — POCs exploring anti-loop coding agents, state machine architectures, and agent guardrails → github.com/suryapa1

🤝 Let's Build Something

I'm open to collaborating on multi-agent AI systems, MCP integrations, enterprise AI platforms, and applied AI research. If you're working on something ambitious in the AI agent space, let's talk.

Email LinkedIn Portfolio


Profile Views

Built with intention, not just code. · suryapa1.github.io

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  1. adk-hybrid-demo adk-hybrid-demo Public

    Google ADK + Gemini: enhanced tool-calling for production agentic AI

    Python

  2. autogen autogen Public

    Microsoft AutoGen multi-agent conversations and task automation

    Jupyter Notebook

  3. finetuning-llm finetuning-llm Public

    LLM fine-tuning & prompt optimization: LoRA, QLoRA, PEFT, prompt tuning on open-source models

    Jupyter Notebook

  4. gpt-assistants gpt-assistants Public

    OpenAI GPT-4 Assistants API: function calling, retrieval, structured outputs & prompt optimization

    Jupyter Notebook

  5. llm-alignment llm-alignment Public

    LLM alignment & hallucination reduction: RLHF, DPO, constitutional AI, grounding techniques

    Jupyter Notebook

  6. lmcp-demo lmcp-demo Public

    MCP (Model Context Protocol) server: tool integration, context management & hallucination-safe AI agent pipelines

    Python