Blog Posts | Joshua Berkowitz

11 Articles

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Revolutionize Your Data Workflows with AI Sheets: No Coding Needed

Imagine working with complex datasets, harnessing the latest AI models, and transforming raw data into actionable insights, without a single line of code. AI Sheets by Hugging Face offers this capabil...

AI Sheets data enrichment datasets Hugging Face model comparison no-code prompt engineering synthetic data

Oct 8, 2025

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News

How Reliable Are LLM Judges? Lessons from DataRobot's Evaluation Framework

Relying on automated judges powered by Large Language Models (LLMs) to assess AI output may seem efficient, but it comes with hidden risks. LLM judges can be impressively confident even when they're w...

AI benchmarking AI trust LLM evaluation machine learning open-source tools prompt engineering RAG systems

Sep 20, 2025

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News

Unlocking Agentic Potential: Best Practices for Building AI Tools from Anthropic

Innovative AI agents are transforming workflows, but their effectiveness relies heavily on the quality of tools crafted for them. As systems powered by large language models like Claude and Codex beco...

AI agents automation Claude evaluation Model Context Protocol prompt engineering token efficiency tool design

Sep 16, 2025

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News

How to Get the Most Out of Gemini 2.5 Flash for Image Generation

Unlocking the full potential of Gemini 2.5 Flash goes well beyond simple keyword lists. This advanced AI model thrives on narrative-driven, richly detailed prompts, enabling everything from photoreali...

AI editing creative AI design best practices Gemini AI image generation product mockups prompt engineering style transfer

Aug 29, 2025

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News

Mastering AI Model Selection in GitHub Copilot: A Developer’s Guide

Finding the right AI model for your workflow in GitHub Copilot can be daunting, especially with frequent updates and new releases. But the payoff is worth the effort, careful selection can boost produ...

AI models code completion developer workflow GitHub Copilot model selection prompt engineering reasoning models

Aug 22, 2025

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News

Scaling Research with Multi-Agent AI: Lessons from Anthropic's System

Anthropic’s experience with multi-agent research systems reveals both the transformative power and engineering challenges of orchestrating teams of Claude agents. Their approach offers valuable lesson...

AI research Claude evaluation multi-agent systems production engineering prompt engineering system architecture tool design

Jul 27, 2025

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News

Promptomatix Automates and Democratizes Prompt Engineering for LLMs

As large language models (LLMs) become central to artificial intelligence, the challenge of crafting effective prompts remains a major hurdle. Manual prompt engineering is often slow, resource-intensi...

accessibility AI frameworks automation cost optimization LLMs prompt engineering synthetic data

Jul 25, 2025

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Papers

Transforming Agent Building: What's New in Copilot Studio

Microsoft Copilot Studio’s June 2025 updates are setting a new benchmark for AI agent development, making it easier than ever to create, manage, and optimize intelligent solutions. Whether you’re a ma...

admin tools AI agents analytics Copilot Studio knowledge management multilingual support Power Platform prompt engineering

Jul 22, 2025

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News

How CACTUS Bridges AI and Cheminformatics for Accelerated Molecular Discovery

Recent breakthroughs in artificial intelligence promise to revolutionize drug discovery, yet most language models struggle with the complexity of chemistry. CACTUS, a new open-source agent, aims to ch...

AI agents cheminformatics drug discovery large language models molecular analysis open source prompt engineering

Jun 21, 2025

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Quick Research Reviews

Building Smarter AI Agents: Leveraging Google Gemini and Open Source Frameworks

AI agents are redefining how we interact with digital tools, offering the ability to perceive, reason, and act autonomously. With Google Gemini's cutting-edge capabilities and the flexibility of open-...

AI agents Composio CrewAI Google Gemini LangGraph LlamaIndex open source prompt engineering

Jun 4, 2025

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Gemini

JSON Schema Support Is Transforming GitHub Models for AI Developers

Building with AI often means wrestling with unpredictable outputs. Now, GitHub Models introduces JSON schema support , giving developers a way to define and enforce output formats right in the prompt ...

AI evaluation AI tooling code automation developer tools GitHub Models JSON schema prompt engineering

Jun 4, 2025

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News

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