Blog Posts | Joshua Berkowitz

28 Articles

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LangChain: Building the Future of Context-Aware AI Applications

In October 2022, a team of engineers released LangChain , a Python framework designed to solve a fundamental challenge in the emerging world of Large Language Models. The question they tackled: how do...

Agent Framework AI Agents Framework LangChain LangGraph LangSmith LLM Machine Learning Open Source Python RAG

Oct 25, 2025

0 1595

Github Repos

How AI Agents Are Revolutionizing Contextual Content Placement in Advertising

Digital advertising is evolving rapidly, and the days of simple keyword-based ad placement are over. Advertisers now seek more sophisticated methods to ensure their messages reach the right audience a...

adtech AI agents content placement contextual advertising Databricks LLM MLflow vector search

Oct 23, 2025

0 814

News

Transform Your Local Workflow: Run AI Models with Docker Model Runner and Open WebUI

Running sophisticated AI models used to require cloud accounts, technical know-how, and powerful servers. Today, thanks to the synergy between Docker Model Runner and Open WebUI , local large language...

AI chat developer tools Docker Docker Model Runner LLM local AI Open WebUI privacy

Oct 22, 2025

0 2959

News

Streamline Your Team’s LLM Prompt Engineering with Google Cloud’s LLM-Evalkit

If you've ever managed large language model (LLM) prompts across different tools and documents, you know how chaotic and inefficient the process can be. Iterating on prompts without a unified system o...

AI workflow LLM machine learning no-code open source prompt engineering Vertex AI

Oct 15, 2025

0 6149

News

ROMA: A Recursive Roadmap for Multi‑Agent Systems

ROMA (Recursive Open Meta-Agents) is an open-source framework from Sentient that turns complex goals into structured, parallelizable work. It does this by recursively decomposing tasks and orchestrati...

agents Agno E2B fastapi goofys LiteLLM LLM multi-agent open source python research

Oct 10, 2025

0 4367

Github Repos

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 5082

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 14652

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 9174

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 1177

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 29458

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 2805

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 3344

Papers

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