Blog Posts | Joshua Berkowitz

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VS Code Unifies the Coding Agent Experience: A Developer’s Guide to Smarter Workflows

Visual Studio Code’s latest updatesare transforming how developers interact with coding agents and streamlining daily development tasks.This postexplores the new unified system, from managing agents i...

AI integration coding agents context management Copilot custom agents developer workflow OpenAI Codex VS Code

Nov 13, 2025

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SWE-Bench Pro Sets A Higher Bar For AI Coding Agents

As AI coding agents approach human-level performance on existing benchmarks, the research community faces a critical challenge: how do we continue measuring progress when current evaluation suites are...

AI benchmarks coding agents software engineering

Sep 23, 2025

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Papers

Context Engineering: How to Build High‑Signal AI Agents

Context Engineering: How to Build High‑Signal AI Agents Context is the new battleground for AI agents. While the focus had been on prompts and models, the real difference between demos and production ...

AI agents coding agents compaction context engineering MCP RAG subagents tool design

Sep 8, 2025

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DeepSWE-Preview Sets a New Standard for Open-Source Coding Agents with Reinforcement Learning

Imagine a coding agent that not only keeps pace with its open-source contemporaries but actually outshines them, all powered by reinforcement learning ( RL ). DeepSWE-Preview, a collaboration be...

coding agents emergent behavior LLM open source reinforcement learning rLLM software engineering test-time scaling

Jul 21, 2025

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