Blog Posts | Joshua Berkowitz

8 Articles

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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

0 341

Papers

Claude Agent SDK Revolutionizes Automation for Developers

The Claude Agent SDK empowers developers to create context-aware agents that automate complex technical and non-technical workflows seamlessly. While the SDK was initially the backbone of Claude Code,...

agent best practices AI agents automation Claude Agent SDK code generation context management MCP integrations

Sep 30, 2025

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News

GPT-5 Sets a New Standard for Developers and AI Coding Assistants

Developers are experiencing a paradigm shift with the arrival of GPT-5, OpenAI’s most advanced model for collaborative coding and agentic tasks. This release brings new levels of performance, control,...

agentic tasks AI development API features benchmarks code generation developer tools GPT-5

Aug 8, 2025

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News

Why AI Isn’t Ready to Take Over All of Software Engineering - Yet

Many of us software dev are starting to envision a future where AI handles the tedious aspects of software engineering; tidying up legacy code, migrating complex systems, and squashing bugs, while hum...

AI challenges autonomous systems benchmarks code generation human-AI collaboration large codebases software engineering

Aug 3, 2025

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News

MIT's CodeSteer Helps Language Models Outsmart Complex Problems

Large language models (LLMs) have dramatically changed our relationship with AI, offering impressive fluency in language understanding and generation. Yet, when these models confront tasks that demand...

AI coaching algorithmic tasks artificial intelligence code generation large language models machine learning MIT research symbolic reasoning

Aug 3, 2025

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News

Alibaba's Qwen3-Coder: A Leap Forward in Open-Source AI Coding Models

Alibaba has made waves in the global artificial intelligence landscape with the introduction of Qwen3-Coder, its most advanced open-source AI model tailored for software development. This strategic mo...

AI models Alibaba artificial intelligence China tech code generation open source software development

Jul 25, 2025

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News

MIT’s CodeSteer Is Coaching AI to Outsmart Complex Problems

MIT researchers have built CodeSteer, a smart assistant designed to help large language models (LLMs) seamlessly alternate between generating text and writing code by utilizing a "coach" to evaluate t...

AI code generation CodeSteer large language models machine learning MIT research problem solving symbolic reasoning

Jul 21, 2025

0 1254

News

Gemini Code Assist's Evolution: AI-Powered Coding Gets Smarter and More Personal

Imagine coding with an assistant that learns your habits, adapts to your workflow, and helps you solve complex problems faster. The latest updates to Gemini Code Assist make this vision a reality by i...

AI coding code generation context management developer tools Gemini Code Assist IDE plugins personalization

Jun 30, 2025

0 1980

Gemini

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