Serverless Autoresearch: A Record of Making an ML Experiment Pipeline Serverless Through Vibe Coding

Sun, 29 Mar 2026 16:00:00 +0900

The real value of vibe coding is not only in writing code fast. It is in designing a way of operating that lets you repeat expensive experiments more cheaply and more quickly.

Dohyun Jung - Principal Consultant, ROBOCO

Most people first associate vibe coding with web app prototyping or CRUD automation. But ROBOCO’s serverless-autoresearch repository widens that frame considerably. Instead of the “tie up a single H100 for several hours” approach that Andrej Karpathy’s autoresearch presupposes, this project builds a structure that runs parallel experiments in short, explosive bursts on AWS SageMaker Spot.¹

Drawing Architecture Diagrams with AI

Sat, 14 Jun 2025 12:35:06 +0900

Dohyun Jung - Principal Consultant, ROBOCO

When people do vibe coding, they often assume the code alone is enough. Reality says otherwise. Code without documentation is like setting off on a trip without a map. If nobody knows where the destination is or what the route looks like, nobody will come along. Documentation matters especially in vibe coding because code isn’t merely there to run — it exists to convey your ideas and design intent accurately to other people. Documentation smooths collaboration, clarifies where a project is headed, and ultimately forms the foundation of a sustainable development environment.

Aws on ROBOCO

Serverless Autoresearch: A Record of Making an ML Experiment Pipeline Serverless Through Vibe Coding

Dohyun Jung - Principal Consultant, ROBOCO

Drawing Architecture Diagrams with AI

Dohyun Jung - Principal Consultant, ROBOCO