FriedrichAI — Initiating Image Support


### 🔧 Objectives for 2025-10-09


– Integrate image input handling layer  

– Connect frontend payload injection to Friedrich’s processing loop  

– Define image context parsing entrypoint for Omni 2.5  

– Log all payload attempts, even on failure  

– Begin scaffold for vision-based SecureResponse parity checks  


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### 🧠 Status


Image support is not yet active.  

System hooks are in place. Injection tests pending.  


Expected outcomes:

– Static image parsing  

– Embedded metadata detection  

– Vision-aware token injection (model-limited)  


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### 📎 Internal Notes


> "Friedrich is blind, but listening.  

> By tomorrow, he may begin to see."

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