Amaresh Hebbar

Amaresh Hebbar

AI/ML ENGINEER — LLM FINE-TUNING, EVALUATION & RLHF

Bengaluru, India

#OpenToWork

About

I am an AI/ML engineer with production experience fine-tuning large language models, building supervised fine-tuning and preference-pair datasets, and shipping model-evaluation and safety pipelines. Most recently at Studio Ilios / Humanova Minds, I have trained and published over 20 open-weight models on HuggingFace across medical, retrieval, and code domains, working in this field since 2025. My work spans Python, Go, TypeScript, and JavaScript codebases where I review and debug model-generated code and write structured labeling guidelines. I have built large-scale datasets from raw sources such as CMS regulatory XML and PubMed text, designed multi-stage safety and hallucination detection pipelines, and deployed quantized models using GGUF, Ollama, vLLM, and TGI serving frameworks.

What I'm looking for

I am looking for a challenging technical role where I can architect and deploy stateful, autonomous systems at scale. I want to work on complex problems involving LLM routing, long-context RAG, and multi-agent workflows. The ideal opportunity offers high technical autonomy, allowing me to build end-to-end across the stack, and is backed by a team that values scalable system design over bureaucratic agile processes.

Experience

AI Engineer Lead

Studio Ilios / Humanova Minds

Jan 2025 – Jun 2026

I am a Lead Full-Stack AI Engineer who recently architected and shipped end-to-end applications for a fast-paced health and fitness startup. I specialize in bridging advanced AI with scalable infrastructure, having built everything from mobile fitness trackers with wearable integrations to complex, hallucination-controlled RAG pipelines using LangGraph and multi-agent orchestration. I thrive in highly autonomous, remote-first environments where I can own the entire product lifecycle from database design to frontend deployment.

React NativeMulti AgentGolangNodejsOn-device LLM

Education

Dayananda Sagar College of Engineering

Dayananda Sagar College of Engineering

Computer Science & Engineering

2021 – 2025

Skills

LeadershipVoice AIStripeWearablesHealth careArchitectureLinuxExpoQLoraMulti AgentLangraphRAGLLMsFull StackTypescriptNextjsReactGolangPython

Languages

English (Professional working proficiency)