Blog Posts | Joshua Berkowitz

594 Articles

2025 ×

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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Azure’s Mandatory MFA Phase 2: What IT Teams Need to Know Before October 2025

With cyber threats on the rise, Microsoft is doubling down on protecting its Azure platform. The upcoming Phase 2 rollout of mandatory multifactor authentication (MFA), effective October 1, 2025, mark...

Azure cloud security IT compliance MFA enforcement Microsoft multifactor authentication policy updates resource management

Sep 8, 2025

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OpenAI’s Bold Move to Certify 10 Million Americans in AI Skills

Today’s job market is changing faster than ever, and AI skills are quickly becoming a must-have. OpenAI is responding to this shift with an ambitious plan to certify 10 million Americans in AI skills ...

AI certification AI skills job training OpenAI technology jobs upskilling Walmart workforce development

Sep 8, 2025

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Rust Foundation Launches Innovation Lab: Rustls Sets the Pace for Open Source Progress

Open source innovation is accelerating, and with it comes the need for robust support systems. The Rust Foundation is responding by launching the Rust Innovation Lab , a major new program unveiled at ...

community support fiscal sponsorship open source Rust Rust Foundation Rustls security software infrastructure

Sep 8, 2025

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Universal Deep Research: A User-Programmable Deep Research Agent

Universal Deep Research (UDR) is a research prototype from NVIDIA Research that fundamentally rethinks how deep research agents work. Instead of hard-coding a fixed search-and-synthesis loop around on...

artificial intelligence machine learning natural language processing research agents

Sep 7, 2025

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Papers

AssetOpsBench: Industrial Agents Meet a Real-World Benchmark

Industrial assets do not fail neatly; they fail in ways that force engineers to pull signals from sensors, recall failure modes, and translate insights into work orders. AssetOpsBench is IBM's open-so...

AssetOpsBench benchmark IBM Research industrial AI multi-agent systems

Sep 6, 2025

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Github Repos

LLMigrate Turns Lazy LLMs Into Reliable C-to-Rust Translators

Rewriting performance-critical C code in Rust promises stronger memory safety with similar speed, but moving large systems is hard. A new preprint introduces LLMigrate, a toolchain that combines large...

C-to-Rust Linux Kernel LLM Program Repair Rust

Sep 6, 2025

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Papers

AI Is Reshaping the Future of Wireless Chip Design

Thanks to a groundbreaking initiative at Princeton University, which is leading a national charge to revolutionize how wireless microchips are designed, wireless devices are getting not only faster an...

AI chip design industry collaboration Princeton research innovation RF technology semiconductors wireless communication

Sep 6, 2025

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AI and Remote Development in VS Code Are Transforming the Developer Experience

Thanks to the synergy between Visual Studio Code’s powerful remote development features and AI tools such as GitHub Copilot you can code from anywhere without worrying about environment and setup on t...

agent mode AI tools dev containers GitHub Copilot productivity remote development troubleshooting VS Code

Sep 6, 2025

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How Global Teams Charted the First Brain-Wide Map of Decision-Making in Mice

If we could observe an entire brain as it navigates rapid-fire choices, what would insights would it reveal? Thanks to an unprecedented international collaboration we are getting closer to an answer. ...

brain mapping collaborative research data sharing decision-making mouse studies neural networks neuroscience

Sep 5, 2025

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MCP-Universe: Real-World Benchmarking For Agents That Use MCP

The Model Context Protocol (MCP) has quickly become a common interface for connecting large language models to external tools and data. By design, it looks like a USB-C port for AI applications: a sta...

benchmark LLM agents MCP Salesforce AI Research tool use

Sep 5, 2025

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Papers

Claude Code PM: Shipping Better Software with Spec-driven, Parallel Workflows

Claude Code PM from Automaze is a pragmatic workflow for turning product specs into epics, GitHub issues, and ultimately production-grade code, all with full traceability. The repository documents a c...

Agentic workflows AI engineering Automaze Claude GitHub Issues MCP Project management

Sep 5, 2025

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Github Repos

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