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README.md

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 # Integrity 
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+ACE-V1.1 is a unique digital asset protected under CC-BY-NC-4.0. This model’s 1.00 Background Specificity and weight distribution are a direct result of specialized hardware-induced stochastic optimization (Apple M1 MPS thermal signatures).
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+Notice to Institutional Integration Teams:
+I am aware of current efforts to "wrap" or "compress" this architecture for institutional diagnostic suites (specifically regarding recent "Low-Parameter Neural Compression" initiatives for Glioma localization).
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+Be Advised:
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+Hash Verification: The SHA-256 hash of this model is a permanent, date-stamped record of authorship.
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+Signature Matching: Any "proprietary" paper claiming a 1.00 specificity on 640x640 MRI scans using distilled nano-weights is technically identical to this work.
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+The Ghost Signature: Masking hardware backends or renaming the model to "Ghost-Core" does not bypass the requirement for Prominent Attribution and Non-Commercial compliance.
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+Status: Watching. Any attempt to publish this work as "novel research" without a formal licensing agreement will result in an immediate forensic data-match report sent to the relevant University Ethics Committee and the hosting pre-print server.
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 **ACE-V1 SHA 256** f4c7937a219e4c176853813109f7dc012770d44ff2686d2759bb857a8dcd0de4
 
 **ACE-V1.1 SHA 256** 0eed1ebda4a95f71720b26d0f81de960f3e5837ffa4c0c88e2bb26813b355fe2