AI has officially taken the lab coat from us; it’s now designing and running its own experiments to build faster chips better than any human can.
This system closes the research loop, allowing LLMs to go beyond suggesting ideas to actually writing code and conducting hardware tests. It signals a shift where AI is no longer just a tool for researchers, but a self-sufficient engine for technical discovery.
AlphaLab: Autonomous Multi-Agent Research Across Optimization Domains with Frontier LLMs
arXiv · 2604.08590
We present AlphaLab, an autonomous research harness that leverages frontier LLM agentic capabilities to automate the full experimental cycle in quantitative, computation-intensive domains. Given only a dataset and a natural-language objective, AlphaLab proceeds through three phases without human intervention: (1) it adapts to the domain and explores the data, writing analysis code and producing a research report; (2) it constructs and adversarially validates its own evaluation framework; and (3)