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Experimental Projects

App Generator

The App Generator project explores how language models can produce real, installable, and interactive applications—not just static prototypes—across iOS, Android, macOS, and Windows.

Unlike web-only builders, we focus on native app development, with support for system APIs, multi-platform deployment targets, and full-stack integration hooks.

Our Vision

Prompt-to-app isn’t about scaffolding boilerplate. It’s about teaching models how to:

  • Design multi-screen navigation
  • Handle native permissions (camera, location, filesystem)
  • Build reactive UIs with real state
  • Wire up APIs and local databases
  • Compile, package, and ship cross-platform binaries

Supported Targets

We currently support generation and packaging for:

  • React Native
  • Flutter
  • SwiftUI (iOS/macOS)
  • Kotlin Jetpack Compose (Android)
  • Electron + Tauri (Desktop)

Our backend stack adapts to:

  • Firebase, Supabase
  • RESTful APIs from schemas
  • SQLite, Realm, or file-based storage
  • Native plugin bridging (e.g. Bluetooth, camera, push notifications)

Prompt Capabilities

  • Prompt-to-screen: “Create a login screen with email and OTP support”
  • Prompt-to-workflow: “Build a 3-step onboarding flow with progress bar”
  • Prompt-to-native-API: “Let the user take a photo and save it locally”
  • Prompt-to-offline-mode: “Cache data locally with fallback sync”
  • Prompt-to-publish: Generate metadata for store submission

Core Technologies

  • Code LLMs: GPT-4, Claude 3, DeepSeek Coder
  • Prompt Compiler: Converts instructions into ASTs and then real code
  • Manifest Injector: Auto-generates config files (e.g., AndroidManifest.xml, Info.plist)
  • Native Resolver: Suggests or adds platform-specific implementations when required

Example Session

"Build a note-taking app that works offline and syncs to Supabase when online. Add dark mode and markdown support."

Generated:

  • Screens: Home, Editor, Settings
  • Local storage: SQLite with model binding
  • Supabase sync worker with retry logic
  • Cross-platform theme toggle
  • Markdown preview with highlight.js
  • Build-ready project for Android + macOS

App Testing + Packaging

All projects are tested and compiled on TensorOne GPU Clusters using native build environments:

  • Xcode for iOS/macOS
  • Gradle + Android SDK for Android
  • Tauri CLI + Rust for lightweight desktop apps

Post-build snapshots are saved, signed, and published to our private preview store or TestFlight channels.

Tooling Support

  • Component library injectors (e.g., MUI, NativeBase, SwiftUIViews)
  • Design system awareness (load Tailwind config, Material tokens, etc.)
  • Store-ready assets generation: icons, screenshots, privacy manifest
  • Interactive CLI to walk through features before commit
tensoronecli project create --type native-app
tensoronecli project build --target ios

What We’re Exploring

  • Voice-driven prototyping (“Build me a meditation app with a calming theme”)
  • Context-aware revisions (“Make this offline-first”, “Add calendar integration”)
  • Multi-agent collaboration (Planner → UI Dev → API Integrator → QA Agent)
  • Self-hosted preview environments with hot reload and analytics

We don’t believe in no-code.
We believe in AI-assisted native code—fast, flexible, and built for the platforms that matter.

From sketch to store-ready binary, App Generator is the pipeline.

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