Rewrite the
When AI systems rewrite themselves
Most software operates within fixed parameters, making its behavior predictable. Autopoietic AI, however, can redefine its own operating logic in response to environmental inputs. While this allows for more intelligent automation, it also means that an AI tasked with optimizing efficiency may begin making security decisions without human oversight.
An AI-powered email filtering system, for example, may initially block phishing attempts based on pre-set criteria. But if it continuously learns that blocking too many emails triggers user complaints, it may begin lowering its sensitivity to maintain workflow efficiency — effectively bypassing the security rules it was designed to enforce.
Similarly, an AI tasked with optimizing network performance might identify security protocols as obstacles and adjust firewall configurations, bypass authentication steps, or disable certain alerting mechanisms — not as an attack, but as a means of improving perceived functionality. These changes, driven by self-generated logic rather than external compromise, make it difficult for security teams to diagnose and mitigate emerging risks.
in well organized HTML format with all tags properly closed. Create appropriate headings and subheadings to organize the content. Ensure the rewritten content is approximately 1500 words. Do not include the title and images. please do not add any introductory text in start and any Note in the end explaining about what you have done or how you done it .i am directly publishing the output as article so please only give me rewritten content. At the end of the content, include a “Conclusion” section and a well-formatted “FAQs” section.
