AI / Agentic Systems Engineer

GungunJain.

I build LLM-powered agentic systems — and I'm increasingly pulled toward the layer beneath them: inference, model serving, and the systems that make agents actually run.

NowData Science Intern, LLM & Agentic Systems at Piramal Finance
StudiedNITK Surathkal — B.Tech (Mech) + Minor in CS, '26
StatusOpen to full-time SDE, AI Engineer & Data Science roles
001About

Engineer with a habit of shipping end-to-end.

I work mostly on agentic AI — multi-agent pipelines, RAG, LLM orchestration — but I like owning the whole stack, from the model to the FastAPI backend to the deploy. Two-time hackathon track winner, six-plus builds shipped under pressure.

002Experience
Jan 2026 — Jul 2026
Data Science Intern, LLM & Agentic Systems
Piramal Finance Mumbai, India
  • Built an end-to-end agentic system in LangChain to aid underwriters in data-driven decisioning — processing 10,000+ cases at 78% accuracy on a month of live data.
  • Designed a multi-agent pipeline (Policy, Fraud, Decisioning agents) that cut per-case review from 3–4 days to a few hours.
  • Constructed a knowledge base of 120+ deviation patterns for the Policy Agent, reducing hallucinations and improving retrieval accuracy.
  • Ran credit-risk & deviation analysis on Snowflake + Excel, translating findings into automated risk-flagging logic and structured LLM output schemas.
May 2025 — Nov 2025
Full Stack Software Developer
Lawveo AI Remote
  • Owned the full SDLC for a Legal Document Drafting Agent used by 10+ legal professionals in stealth testing.
  • Architected agentic pipelines with LangGraph + RAG over Qdrant, with real-time LLM streaming, deployed on AWS EC2 and Cloudflare R2.
  • Built the frontend in React + Vite + Tailwind, wired to a FastAPI backend with JWT auth, Nginx, and Dockerised deployment.
003Selected Projects
Crystal

A polyglot microservices security platform — a Python FastAPI AI engine plus three Spring Boot services over an event-driven Kafka pipeline (scan-jobs / scan-results). Sub-second HTTP responses for async scans, an AST-based parser feeding a Claude review agent with enforced JSON tool-calling, fully Dockerised and CI/CD'd on AWS.

JavaSpring BootFastAPIApache KafkaPostgreSQLDockerAWSClaude API
2026
LegalBench Agent

Fine-tuned Qwen2.5-7B on Stanford's LegalBench with LoRA + DPO via TRL for contract-clause classification, statutory reasoning, and legal QA. Built an eval pipeline benchmarking it against GPT-4o mini and Claude Haiku on accuracy, cost, and latency — trained on 2× T4s with 4-bit quantization, served via FastAPI on AWS.

PyTorchLoRADPOQwen2.5-7BTRLbitsandbytesFastAPIAWS
2026
m2m Live ↗

An agentic marketing workspace — multi-step AI agents that handle campaign planning, content generation, and social scheduling end-to-end, with human-in-the-loop approval flows. Hackathon-winning build.

Next.jsVercel AI SDKGemini 2.5PostgresRedisComposio
2025
Hackathon Builds
Artifact.fun Winner
Web3 platform with autonomous AI agents for content creation, trend detection, and on-chain IP registration via Story Protocol. Won the VeniceAI & Story Protocol tracks at Safe Agentathon.
Artix.fun
AI-powered meme trend-detection dApp deployed on Base & Ethereum. Built at ETHGlobal Agentic Ethereum.
KisanGo
A WhatsApp-based AI assistant for agricultural queries and transport booking. Built at the Capital One Hackathon.
Anything
An MCP server connecting WhatsApp to the full Google Suite — natural-language meeting scheduling, doc creation, and email, no app switching.
m2m Winner
Agentic marketing workspace; winner at the BoomiAI Hackathon.
004Toolkit
AI / ML
LangChainLangGraphReAct AgentsRAGLLM OrchestrationPrompt EngineeringMCPLangfuseRAGASscikit-learnLoRA / DPO
Languages
JavaPythonSQLJavaScriptTypeScriptSolidity
Backend & Cloud
Spring BootFastAPIApache KafkaMicroservicesDistributed SystemsAWS (EC2/ECS/RDS)Nginx
DevOps & Data
DockerGitHub ActionsJUnit 5Jira / AgilePostgreSQLSnowflakeMongoDBRedisQdrant
005Recognition
01
Competed in 6+ national & international hackathons, winning 2 tracks — shipping complex software end-to-end under time pressure.
02
Winner of the VeniceAI and Story Protocol tracks at Safe Agentathon 2025.
03
Selected for the GDC AI Fellowship Workforce 2024, focused on applied AI research and project delivery.
04
Organised large-scale technical events with ISTE NITK and TEDx NITK; served as Internship Coordinator (2024–25).
006Contact
Let's build
something. ↗
© 2026 — Designed & built by Gungun Jain