weco.ai: Accelerating Machine Learning Innovation with Autonomous Experimentation

weco.ai is an advanced AI platform that automates machine learning experiments using its intelligent agent, AIDE ML, enabling users to rapidly generate and test hundreds of code variations optimized for key metrics like accuracy, AUC, and throughput. Designed for ML engineers and researchers, it streamlines feature engineering, neural architecture search, and GPU kernel optimization by transforming PyTorch functions into high-performance CUDA/Triton kernels—outperforming human experts in optimization tasks. With real-time experiment streaming via the intuitive dashboard at dashboard.weco.ai, weco.ai empowers users to unlock the full potential of LLMs through AI-driven prompt engineering, all while ensuring full ownership of generated code. Trusted by leading AI labs and recognized in prestigious academic and industry publications, including the UK government’s International AI Safety Report (Jan 2025), weco.ai is a powerful tool for data-driven, evaluation-focused AI development.

Key Features:

• Autonomous ML Experimentation: AIDE ML agent automatically generates and tests code variations for optimal performance.
• Evaluation-Driven Optimization: Experiments are guided by measurable metrics such as accuracy, AUC, and throughput.
• Feature Engineering Automation: Streamlines the creation and selection of high-impact features.
• Architecture Search: AI-powered exploration of neural network structures to find optimal designs.
• GPU Kernel Optimization: Transforms PyTorch functions into optimized CUDA/Triton kernels for superior speed and efficiency.
• AI-Driven Prompt Engineering: Enhances LLM performance without manual trial and error.
• Real-Time Dashboard: Accessible at dashboard.weco.ai, offering live experiment tracking and insights.
• User-Owned Code: All generated code remains the intellectual property of the user.
• On-Premises Hardware Integration: Runs experiments on user-provided hardware, including high-end GPUs like A100-80GB.
• Research-Backed Methodology: AIDE ML is cited in top-tier research papers including "The AI Scientist-v2" and METR RE-Bench.
• Proven Performance: Achieved state-of-the-art results on OpenAI's MLE-Bench benchmark.

Pricing: weco.ai offers a Free tier for initial exploration and experimentation, with advanced capabilities available through a paid subscription model.

Conclusion: weco.ai is a transformative AI platform that brings autonomous, high-performance machine learning optimization to engineers and researchers, delivering breakthrough results with minimal manual effort and maximum control.