Blog Posts | Joshua Berkowitz

42 Articles

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How Deeply Do LLMs Internalize Scientific Literature And Citations?

A new study asks a deceptively simple question: when you ask a large language model to suggest references for a paper, does it think like a scientist? The Harvard and CLPS authors probe this by prompt...

Citations LLM Matthew Effect Science of Science

Nov 3, 2025

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Papers

SLED: Self Logits Evolution Decoding Boosts Factuality Without Retraining

Large language models deliver impressive results across many tasks, yet they still produce incorrect or ungrounded statements, often called hallucinations. A growing body of work explores how to reduc...

Decoding Factuality Inference-Time LLM SLED

Nov 3, 2025

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Papers

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

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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

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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

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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

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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

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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

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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

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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

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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

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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

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