The Engineer in the Machine: How Neo Is Rewriting What It Means to Build AI. Featuring Gaurav and Saurabh Vij, Neo Co-Founders

A fully autonomous machine learning engineering agent. A benchmark that matters. And a question that cuts deeper than the hype: when a machine does the work, what happens to the learning part?

The race to automate software engineering is expanding to new territory: machine learning. 

Neo is a fully autonomous machine learning engineering agent that handles the entire pipeline from problem statement to deployed model.

Built by Gaurav and Saurabh Vij, Neo topped the MLE-Bench leaderboard and compressed a six-month production effort into one week.

The harder question Neo raises - whether agentic AI accelerates learning or hollows it out - remains open.

Article published on Orchestrate all the Things: https://linkeddataorchestration.com/2026/04/16/autonomous-machine-learning-engineering-agent-neo/

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The fundamentals still matter - arguably more, not less, as AI systems get more capable. 

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