Blog Posts | Joshua Berkowitz

6 Articles

2025 × code generation ×

Unlocking Insights with GitHub Copilot's Code Generation Metrics Dashboard

Adopting AI tools like GitHub Copilot can transform how enterprise teams write and manage code. But without clear visibility into Copilot's contributions, gauging its true value is challenging. GitHub...

AI adoption code generation dashboard enterprise GitHub Copilot metrics software development

Dec 6, 2025

0 2431

News

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 14421

Papers

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

0 4048

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

0 3311

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 4092

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 5159

Gemini

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