Choose the workflow before the command.

One request

TWiN Cloud

Use new AI(), supply your runtime key, and display the complete response. Includes saved-preference migration.

On-device speech

Browser speech

Configure Kokoro, load and unmute, stream audio in exact order, and inspect the selected device.

Independent source

External application

Own source, tests, adapters, licensing, and one deterministic release bundle in a separate repository.

• Private or independent apps
• Package and bundle
• Repository delivery

Arcane checkout

Integrated workspace

Develop one built-in app or run one exact shared/Core test through the fixed Arcane provider.

• Built-in applications
• Shared runtime changes
• No SDK self-dependency

Explicit toolchain

Native builds

Assemble a portable payload, understand the Windows and Mac host-archive requirements, or select checkout-backed Linux and Android providers.

• One selected platform
• Separate host artifacts
• Owned launch and drain

Caller-selected models

Native local AI

Prepare explicit runtimes, retain ONNX graph sessions and use complete named tensors or local chat through Core.

Independent audio streams

Speaker diarization

Retain a selected Nemotron model, stream mono audio and observe timed generic speaker labels with owned cancellation.

Application-owned storage

Core preferences

Choose one writable file, preserve complete JSON values and drain accepted writes before the native host exits.

One fetched revision

Git text snapshots

Read complete selected text through a dedicated bare object cache while leaving the application's checkout untouched.

Explicit generated ownership

Disable source PWA output

Refresh selected documents and retire confirmed SDK-generated files. Use resolvePwaRetirementResponse() in an existing custom host for the disabled worker route, preserving authored workers, other routes and browser saved data.

Independent encoder and decoder

Intel NPU Whisper

Select the optional Windows x64 NPU encoder, keep its paired model files together and observe actual readiness through native speech.

Application-owned services

Core during development

Compose one application dispatcher and connect a page while rendering and service startup proceed independently.

Explicit native session

Codex App Server

Own a selected native process, complete live turns, originating server requests and joined shutdown.

Application-owned tools

MCP STDIO server

Expose authored tools and static resources with complete protocol payloads and cooperative cancellation.

Selected repository text

Write, commit and push

Preserve complete selected file content and diagnostics while reporting confirmed and uncertain repository outcomes.

Application-selected identity

Git identity defaults

Read separate global, local and effective settings, then select child-only author fields or credential username hints without rewriting Git configuration.

Explicit native activation

Native typed decisions

Score complete state, questions and options with Laya FP32 through the existing ONNX owner, retaining raw scores and every graph output.

Same native owners

Service composition

Obtain one dependency-ready service without a renderer, reuse its ONNX runtime and retain prepared model files through actual native cleanup.

Captured remote and ref

Repository targets

Observe existing checkout configuration and carry a selected target through pull, push and complete text writing. Select longPaths for a new Windows clone; existing repositories and other platforms retain their settings.

Per-instance presentation

Theme choices, labels and styling

Show Light / Dark / System with complete labels. Choose corner radii, label font and group background through host CSS while retaining the shared preference owner, keyboard focus and selected colors during hover. Optional Core service absence stays distinct from genuine failures.

Complete text and audio

Exact complete speech input

Process every Kokoro content token in ordered engine-capacity segments. Select textFormat:'plain' to preserve supplied speech text through SDK preparation.

Application-selected dimensions

Initial native window size

Choose logical client dimensions and resizing behavior. The matching Windows host fits initial placement to the usable screen while omitted fields keep existing defaults.

One application runtime

Shared Core host

Select native.launchContext defaults for ordinary executable launch. Resolve matching state, workspace and shared endpoint locations for native UI and MCP, retaining explicit overrides and independent connections.

One storage owner

Complete model resources

Store the complete selected decision-runtime entry and model resources through DBOPFS, retaining reusable resources, resumable parts and activation-owned cleanup.

Committed changes

Live storage subscriptions

Observe successful DBOPFS writes and removals across live application documents while records remain authoritative.

Independent preparation

Cancel a cold preview

Release one preparation's activation interest while preserving other active callers and complete saved audio.