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Gautam S

@ecstra

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Founding engineer building agentic AI systems and reliable ML pipelines for real-world safety.

India

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What I'm looking for

I’m looking for a team where I can own end-to-end agentic AI and ML systems—architecture, evaluation, and deployment—shipping fast without sacrificing reliability, with room to experiment in LLM fine-tuning, RAG, and MLOps.

I’m a founding engineer who turns agentic AI and simulation-driven insights into shipping systems. At GOVVENS Pvt Ltd, I built Crowd Flow, a crowd-safety desktop app, using an agentic Claude Code workflow and owning the architecture plus a 35-test validation gate over a Monte Carlo simulation engine (Social Force Model).

Before that, as a Technical Founder at Automa, I engineered NOUAR (Naval Automation OS) by creating a custom Buildroot embedded OS for Raspberry Pi 5, porting core solar calculations and strict NMEA GPS parsing in a memory-safe Rust workspace. I also architected MoonLight, an agent workflow engine with recursive tool-calling, MCP integration, and DeepResearch capabilities, and refactored it into a minimal async SDK with 7k+ PyPI downloads.

I care about reliability, measurable iteration, and usable outcomes—so I’ve built across LLM fine-tuning (4-bit QLoRA with Unsloth; SFT/DFT/GRPO for structured JSON outputs), RAG (including a dual-agent generator/verifier loop), and production-grade ML systems (a Kubernetes setup processing ~200 concurrent streams on an RTX 3090, plus automated MLOps for hyperparameter prediction and hot-reloading weights). I enjoy bridging AI engineering with systems and product execution end-to-end.

Experience

Work history, roles, and key accomplishments

Current

Founding Engineer

Current

Govvens Pvt Ltd

Oct 2025 - Present (8 months)

Built Crowd Flow, a crowd-safety desktop app, using an agentic Claude Code workflow and owned the architecture plus a 35-test validation gate over a Monte Carlo Social Force Model. Integrated the Claude API to autonomously generate data-driven threat intelligence reports from simulation outputs.

Claude Code Monte Carlo Simulations Social Force Model Threat Intelligence

Software Engineering Intern

Antares Life Cycle Solutions GmbH

Feb 2025 - Jul 2025 (5 months)

Designed the system architecture and data flow for an industrial telemetry platform (COD/BOD), defining the ingestion and visualization pipeline. Built a minimal React (TypeScript) demo UI to validate the design and support client discussions.

System Architecture Data Ingestion Data Visualization React TypeScript

Technical Founder

Automa

Apr 2023 - Jun 2025 (2 years 2 months)

Engineered NOUAR (Naval Automation OS) by building a custom Buildroot embedded OS for Raspberry Pi 5, porting solar calculations and implementing memory-safe Rust NMEA GPS parsing, plus an offline Slint GUI using DRM/KMS rendering. Architected MoonLight’s agent workflow engine with recursive tool-calling, MCP integration, and DeepResearch, and advanced LLM fine-tuning (4-bit QLoRA with Unsloth; SF

Rust Buildroot NMEA GPS Parsing DRM KMS Rendering MCP Integration QLoRA Kubernetes MLOps

AI Engineering Intern

SvaDhruthi

Jun 2023 - Sep 2023 (3 months)

Architected a dual-agent RAG system (generator + verifier) using Flask and MongoDB, including the retrieval pipeline and verification loop. Enabled the system to support 1,000+ concurrent users.

Flask MongoDB RAG Architecture Concurrency

Education

Degrees, certifications, and relevant coursework

Nitte Meenakshi Institute of Technology

Bachelor of Engineering, Electronics & Communication Engineering

2021 - 2025

Grade: GPA: 8.77 / 10

Bachelor of Engineering in Electronics & Communication Engineering (2021–2025) at Nitte Meenakshi Institute of Technology, achieving a GPA of 8.77/10.