Blog Posts | Joshua Berkowitz

42 Articles

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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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EpMAN Reweights Attention With Episodic Memory To Tackle 256k-Token Contexts

Long-context reasoning is still a weak spot for many large language models, even as context windows grow. The ACL 2025 paper EpMAN: Episodic Memory AttentioN for Generalizing to Longer Contexts ...

ACL 2025 attention episodic-memory LLM long-context RAG

Sep 17, 2025

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Papers

Uber’s Genie Achieves Near-Human Precision with Enhanced Agentic RAG

AI chatbots are rapidly evolving, but can they deliver the same precision as skilled engineers, especially in high-stakes domains like security and privacy? Uber’s Genie is leading the charge by imple...

agentic RAG AI automation chatbots document processing LLM Uber

Sep 15, 2025

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AI-Powered Brute-Force Automation: Inside BruteForceAI

BruteForceAI is an open-source penetration testing utility that applies large language models to the long-standing problem of web login testing , automating selector discovery and accelerating both re...

AI brute-force bug bounty cybersecurity LLM penetration testing Playwright security tools

Sep 12, 2025

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Github Repos

Azure Logic Apps as MCP Servers Supercharge Enterprise AI Integration

Integrating AI agents and large language models (LLMs) into enterprise systems can be challenging without the right infrastructure. Azure Logic Apps (Standard) introduces remote Model Context Pr...

AI integration Authentication Azure LLM Logic Apps MCP Security Workflow automation

Sep 11, 2025

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LangChain’s Standard Message Content Simplifies LLM Integration

Integrating large language models (LLMs) from different providers can quickly become a headache for developers. Each provider (whether OpenAI, Anthropic, or Google Gemini) offers unique features, lead...

AI applications content blocks developer tools LangChain LLM message content provider-agnostic standardization

Sep 10, 2025

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LangExtract: Grounded, Structured Extraction for Long Text

LangExtract is a focused open-source library from Google that turns unstructured text into structured data you can trust. It combines schema-guided prompts, precise span alignment to the source text, ...

Gemini information extraction langextract LLM NLP Ollama OpenAI plugins Python

Sep 9, 2025

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Github Repos

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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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

Train a Reasoning LLM in 48 Hours with NVIDIA NeMo

Could you create a powerful reasoning language model in just two days, using only a single GPU? Thanks to NVIDIA’s latest innovations, this feat is now within reach for researchers and developers ever...

AI dataset language models LLM machine learning NVIDIA NeMo reasoning

Aug 28, 2025

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Dynamic Node Pruning: Improving LLM Efficiency Inspired by the Human Brain

As artificial intelligence continues to scale, large language models (LLMs) face mounting challenges in computational cost and energy usage. But what if these models could intelligently activate only ...

AI efficiency deep learning dynamic pruning LLM model optimization neural networks sustainability

Aug 25, 2025

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AI-Powered Mock APIs: Supercharging Testing with Docker and Microcks

Modern development demands more than cookie-cutter mock data. Test environments need to simulate real-world conditions, and static responses often fall short. By combining Docker Model Runner and Micr...

AI testing Docker integration testing LLM Microcks mock APIs OpenAPI test automation

Aug 4, 2025

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