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cwmusto/README.md

cwmusto | Artificial Intelligence & Software Architecture
cwmusto (MUSTAFA KIZILSOY)
FIRAT UNIVERSITY

🛡️ Kalkan — Document Integrity Layer for AI Agents

An MCP layer that stops AI agents from silently corrupting your documents — the model can only propose validated, versioned patches, and every rollback is a byte-exact file restore. An open-source response to Microsoft Research's DELEGATE-52 finding that LLMs silently corrupt ~25% of a document over long delegated editing sessions.

Direct AI editing corrupts 30% of a document — Kalkan measures 0%.

MIT License 142 tests passing 0% untouched-region damage

→ github.com/cwmusto/kalkan

🧠 Canlı Sistem Matrisi

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🛠️ Teknolojik Altyapı (AI Stack)

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