Console Quick Start
Load one verified GGUF model, create an isolated session, run bounded generation, and dispose in order.
Open record →Complete application-level examples
Examples
Each example includes its goal, applicability, required packages, host responsibilities, complete code, expected behavior, failure cases, trust notes, disposal requirements, produced evidence, and build-validation state.
Compilation boundary. Example publication does not imply a successful build. The validation record states whether compilation evidence is available or still blocked by the local toolchain.
10 public records
Verified Model Intake
Compute and compare the current GGUF identity before admitting an artifact to a host catalog.
Open record →GGUF Metadata Inspector
Parse bounded container metadata and tensor descriptors without starting inference.
Open record →Isolated Session
Continue one deliberately prepared model session while preserving explicit reset behavior.
Open record →Cancellation
Pass host cancellation into bounded generation and observe committed tokens synchronously.
Open record →Runtime Evidence Record
Create a typed, path-free JSON observation record without calling it a certificate.
Open record →Avalonia Desktop Shell
Marshal CPU-bound generation and token display through an Avalonia-oriented MVVM boundary.
Open record →WPF Host
Keep generation off the WPF dispatcher and marshal bounded token evidence back to the UI.
Open record →WinForms Host
Run generation on a worker and update WinForms controls through BeginInvoke.
Open record →ASP.NET Core Loopback Service
Expose a bounded loopback-only generation endpoint while keeping model acquisition and trust outside requests.
Open record →