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We Built an AI Agent That Intentionally Breaks Code to Fix It Before Hackers Do

We just wrapped up our submission for the IBM Bob 2.0 Hackathon ! Our team, Syntax and Synergy , built Resilix โ€”an autonomous adversarial agent that tests code resilience and auto-generates defensive security patches before code hits production. ๐Ÿšจ The Problem Developers and AI models are writing code faster than ever. However, security testing tools are often built for slow, late-stage pipelineโ€ฆ

We haven't written up this one. Dev.to has the full story โ€” the link below goes straight to it.

Read the original at dev.to โ†’

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Can Claude Code and Cursor actually enforce your org rules and coding standards?

Hello Devs ๐Ÿ‘‹ One of the first things many teams do after adopting an AI coding agent is create a rules file. If you're using Claude Code, you might have a CLAUDE.md file.

  • Claude Code and Cursor allow teams to provide guidelines for generated code.
  • Rules files like CLAUDE.md help specify naming conventions and security requirements.

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