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deepmind.google·6d ago
AI Engineering
VS Code Blog·4 min read
February 2026 (version 1.110)
TL;DR
Researchers identified a gap in LLM evaluation benchmarks. They built a synthetic dataset with 10k adversarial prompts targeting reasoning failures.
✦ Why It Matters
Use this benchmark to audit LLM robustness before deploying in production reasoning pipelines.
Key Takeaways
- Install agent plugins directly from the Extensions view.
- Utilize agentic browser tools for web app validation.
- Access real-time insights with the Agent Debug panel.
- Leverage session memory for persistent context across tasks.
Full Summary
Visual Studio Code's February 2026 update focuses on enhancing agent functionality for developers. Key features include agent plugins for easy installation of custom tools, agentic browser tools that allow agents to interact with web applications, and a new Agent Debug panel for real-time visibility into agent activities.
The update also introduces session memory, enabling agents to retain context across conversations, and context compaction to manage conversation history efficiently. Additionally, new slash commands facilitate customization and control over agent behavior, while the askQuestions tool improves interaction reliability.
These enhancements aim to make coding more efficient and intuitive, particularly for complex, long-running tasks.