The biggest lesson from both vibe coding and outcome-oriented work is that technology changes faster than culture.
RoguePilot flaw let GitHub Copilot leak GITHUB_TOKEN, while new studies expose LLM side channels, ShadowLogic backdoors, and promptware risks.
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