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Improving Bash Generation in Small Language Models with Grammar-Constrained Decoding

8 May 2026 at 17:13
Bash is one of the most flexible and powerful interfaces exposed to AI agents. In the right system, a model that emits grep, curl, tar, or a shell pipeline is...

Bash is one of the most flexible and powerful interfaces exposed to AI agents. In the right system, a model that emits , , , or a shell pipeline is producing an executable action that can read files, mutate a workspace, open network connections, and chain tools together. For the NVIDIA AI Red Team, this makes command generation a useful research target. If smaller language models can be guided…

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Mitigating Indirect AGENTS.md Injection Attacks in Agentic Environments

20 April 2026 at 17:00
AI tools are significantly accelerating software development and changing how developers work with code. These tools serve as real-time copilots, automating...

AI tools are significantly accelerating software development and changing how developers work with code. These tools serve as real-time copilots, automating repetitive tasks, executing tasks, writing documentation, and more. OpenAI Codex, for example, is a coding agent designed to assist developers through tasks like code generation, debugging, and automated pull request (PR) creation.

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