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Results include approved public pages, documentation, examples, roadmap records, and project updates. Draft, private, user, and administrator records are excluded.
CPU and GPU Evidence
Use executed-path records rather than package or hardware labels when presenting acceleration.
Cross-platform File Access
Keep trusted roots, file pickers, scoped storage, bookmarks, and path privacy host-owned.
Avalonia Host Architecture
Structure a proposed cross-platform desktop shell around explicit services, view models, dispatch, cancellation, and evidence.
ASP.NET Core Local Host
Expose a narrowly bounded loopback service without turning model acquisition or filesystem authority into a request API.
Error Handling
Preserve technical failure classes without leaking paths, prompts, credentials, or private environment data.
Security Model
Apply bring-your-own-authority rules to files, memory, network, commands, telemetry, and persistence.
Evidence Records
Retain stable, path-free records that distinguish identities, backend states, load, generation, cancellation, measurements, environment, and limitations.
Troubleshooting
Diagnose intake, load, session, backend, generation, cancellation, and resource failures without weakening controls.
Console Quick Start
Load one verified GGUF model, create an isolated session, run bounded generation, and dispose in order.
Verified Model Intake
Compute and compare the current GGUF identity before admitting an artifact to a host catalog.