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Under the hood

Every reload shows a version of this page you haven't seen yet. The public fallback can remix the visual system locally without changing the facts. When the server-side AI writer is available, it can also write complete validated versions into the same pool. Your browser remembers which versions you've seen, so you can go back.


          

nowAI media production & automation for an Etsy business
2020–22Software developer, retail loyalty systems
2020Freelance chatbot developer
2019C#/.NET developer, part-time
2016–19STEP IT Academy, software development
2010–18Game servers, Pawn plugins, small online stores
backendPythonNode.js / TypeScriptPHPREST APIsSQLite / SQLFastAPI automationTelegram botsPlaywrightbrowser extensionsAndroid AIagent tools (MCP, GPT Actions)multi-model routingretrievalimage & video models opsLinux VPSsystemdGitHub Actions

BEFOREAFTER

    Drag the picture. It's drawn by code for this page; real customer work stays private.