Blog Posts | Joshua Berkowitz

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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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MindsDB: The Enterprise AI Platform That Unifies Data and Delivers Real-Time Intelligence

A fundamental challenge has persistently hindered organizations in enterprise AI adoption: how do we make AI systems work seamlessly with data scattered across countless databases, applications, and f...

AI Analytics Data Integration Enterprise Federated Query MCP Open Source Python

Sep 8, 2025

0 6754

Github Repos

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

Transforming Unstructured Text: LangExtract Unlocks Data with Gemini-Powered LLMs

Turning free-form text into structured, actionable data is a persistent challenge across industries. Google’s open-source Python library, LangExtract , addresses this gap by harnessing the power of Ge...

data visualization Gemini information extraction LangExtract LLM natural language processing Python unstructured data

Sep 7, 2025

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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

Microsoft's Project Ire Is Reshaping Autonomous Malware Detection at Scale

We may be entering a cybersecurity landscape where intelligent AI agents autonomously detect and classify software threats with no human intervention required. This is quickly becoming reality with Pr...

AI security autonomous systems cybersecurity machine learning malware detection Microsoft Defender reverse engineering

Sep 6, 2025

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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 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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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

Apache Doris: A Real-Time Data Warehouse That Stays Simple

Apache Doris is an open-source, real-time analytical database that blends the speed of a columnar MPP (Massively Parallel Processing) engine with the simplicity of a two-process architecture. If you h...

Apache Doris case study data warehouse lakehouse MySQL OLAP open source real-time analytics

Sep 5, 2025

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Github Repos

Grist: The Spreadsheet That Thinks Like a Database

In the world of data management, there's been a long-standing divide between the simplicity of spreadsheets and the power of databases. Excel and Google Sheets excel at quick calculations and simple d...

collaboration database data-management open-source python spreadsheet sqlite typescript

Sep 4, 2025

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Github Repos

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