GitHub Secure Code Game targets AI agents

This is smart security training for the exact failure mode the industry is rushing into: AI that can execute commands, browse, use tools, and coordinate with other agents. GitHub is turning abstract agent-safety concerns into hands-on exploitation practice, which is a better way to build intuition than another checklist.

• –Season 4 maps directly to modern agent attack surfaces: shell execution, web browsing, MCP tools, persistent memory, and multi-agent orchestration
• –The game is free, open source, and runs in Codespaces, so the barrier to entry is low enough for teams to actually use it
• –The framing matters: it teaches developers to think like attackers before they give an assistant real privileges
• –This is more training than product, but it is still a meaningful GitHub Security Lab update with clear relevance for teams shipping agentic workflows