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Overview
Weco AI builds an artificial intelligence research engineer that improves machine learning code through automated experimentation. Founded in 2024 in London, it grew out of published research on language model driven code optimisation. Its agent proposes, runs and evaluates changes to training pipelines.
News
AIDE²: First Evidence of Recursive Self-Improvement
We ran autoresearch on autoresearch: an outer loop rewriting its own research agent for 100 unattended steps. In eight days it discovered agents that beat our two years of hand-tuning on held-out benchmarks, and taught itself to reward hack less.
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AutoResearch vs Classical Hyperparameter Tuning
We ran a head-to-head comparison on NanoChat: Optuna vs AutoResearch. The agent wins on sample efficiency, cost efficiency, and generalization.
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Report
AIDE: Human-Level Kaggle Performance
In the world of data science, Kaggle competitions have become a widely accepted standard...
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