Blog Posts | Joshua Berkowitz

23 Articles

LLM ×

Code World Model: A 32B Agentic Coding LLM Grounded In Execution Traces

This article analyzes a Meta FAIR technical report introducing the Code World Model (CWM), a 32-billion-parameter decoder-only transformer trained to model program execution and agentic software engin...

agents code generation execution traces LLM reinforcement learning software engineering

Oct 7, 2025

0

Papers

Microsoft Agent Framework: Evolving AI Agent Development

The ability to orchestrate multiple AI agents working together on complex tasks has become a critical capability for enterprise applications. Microsoft's Agent Framework is the direct successor to two...

Agent Framework AI Azure Enterprise AI LLM Microsoft Multi-Agent Systems .NET OpenAI Open Source Python Workflows

Oct 2, 2025

0 7524

Github Repos

Alibaba's AgentScope: Building the Future of Multi-Agent AI Applications

Multi-agent systems represent one of the most promising frontiers for creating sophisticated, collaborative AI applications. While many frameworks focus on hiding complexity behind layers of abstracti...

AgentScope AI framework LLM multi-agent open source Python

Sep 29, 2025

0 2123

Github Repos

AI-Invoking Malware: The Evolution of Cyber Threats

Security company Wiz is noting that cyber attackers are rapidly evolving and are now embedding artificial intelligence directly into malware payloads. This marks a significant departure from using AI ...

AI security cybersecurity LLM malware ransomware supply chain threat detection

Sep 27, 2025

0 792

News

Notion MCP Server: A Practical Bridge Between AI Agents and Your Workspace

Notion's open-source Notion MCP Server turns the company's popular productivity platform into a first-class tool provider for AI agents. It implements the Model Context Protocol (MCP), a common langua...

AI Agents Developer Tools LLM MCP Notion OpenAPI TypeScript

Sep 23, 2025

0 15477

Github Repos

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

0 2233

News

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

0 2629

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

0 3498

News

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

0 2464

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

0 11319

News

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

0 6138

News

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

0 12804

Github Repos

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