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GGUF Metadata Inspector
Parse bounded container metadata and tensor descriptors without starting inference.
Isolated Session
Continue one deliberately prepared model session while preserving explicit reset behavior.
Cancellation
Pass host cancellation into bounded generation and observe committed tokens synchronously.
Runtime Evidence Record
Create a typed, path-free JSON observation record without calling it a certificate.
Avalonia Desktop Shell
Marshal CPU-bound generation and token display through an Avalonia-oriented MVVM boundary.
WPF Host
Keep generation off the WPF dispatcher and marshal bounded token evidence back to the UI.
WinForms Host
Run generation on a worker and update WinForms controls through BeginInvoke.
ASP.NET Core Loopback Service
Expose a bounded loopback-only generation endpoint while keeping model acquisition and trust outside requests.
R1-01 — Trusted file selection
Build host-owned file selection and trusted-root policy surfaces.
R1-02 — Identity verification
Expose byte count, SHA-256, source identity, and approval state.