Blog Posts | Joshua Berkowitz

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MLE-STAR: Redefining Automated Machine Learning Engineering with Web Search and Iterative Refinement

Automating machine learning (ML) engineering is a formidable challenge. While industries increasingly rely on ML, creating effective solutions remains complex and labor-intensive. Traditional ML agent...

automation data validation debugging ensemble methods machine learning MLE agents open source web search

Dec 6, 2025

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Gemini API Structured Outputs: Boosting Reliability for AI Developers

Working with AI systems means juggling diverse data formats and integrating multiple tools. With Google’s latest improvements to the Gemini API’s Structured Outputs, developers gain a new level of con...

AI development API enhancements data validation developer tools Gemini API JSON Schema multi-agent systems Structured Outputs

Nov 6, 2025

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