Blog Posts | Joshua Berkowitz

6 Articles

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Unlocking AI Agent Potential: Mastering Context Engineering

As artificial intelligence agents grow more capable, a new discipline called context engineering is redefining how we wield the power of large language models (LLMs). Rather than simply crafting cleve...

agentic search AI agents context engineering context management LLMs long-horizon tasks prompt engineering tool design

Dec 6, 2025

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Building Smarter AI Interactions: How MCP Elicitation Elevates GitHub Copilot

AI-powered development tools are moving beyond rigid interfaces, enabling more natural and responsive user experiences. A standout innovation in this space is elicitation within the Model Context Prot...

AI tools developer experience elicitation GitHub Copilot MCP tool design user interaction

Sep 21, 2025

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Antrhopic's Unlocking Agent Potential by Crafting Effective Tools for AI Agents

AI agents are transforming the way we solve real-world problems, but their capabilities depend heavily on the quality of the tools they use. Anthropic's insights underscore that developing, evaluating...

agent evaluation AI agents AI development LLM prototyping token efficiency tool design

Sep 18, 2025

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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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Context Engineering: How to Build High‑Signal AI Agents

Context Engineering: How to Build High‑Signal AI Agents Context is the new battleground for AI agents. While the focus had been on prompts and models, the real difference between demos and production ...

AI agents coding agents compaction context engineering MCP RAG subagents tool design

Sep 8, 2025

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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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