HatShift: Do we need five AI agents when one can change roles?
A practical pattern for keeping one persistent agent core while loading focused role modules only when the work needs them.
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Ideas, patterns and lessons from the work.
Writing about automation, PowerShell, agent workflows, security operations and the practical decisions behind the tools I build.
AI can recreate an ID image. Will weak oversight leave us paying the price?
A warning about image-based identity checks, privacy shortcuts and how local AI tools lower the skill barrier for convincing misuse.
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