Google AI Edge Litert Lm Litert Lm

Create a LiteRT-LM Android Demo App

This skill ensures that the generated LiteRT-LM Android demo app captures all requirements on the first pass, strictly follows platform constraints, and implements the user interface, state machine, and feature specifications.

Core Constraints & Technical Rules

• Monitoring Subagent: You MUST maintain a dedicated, active monitoring subagent. This subagent is responsible for monitoring task.md to detect any loss of context or deviation from plan, and for ensuring strict adherence to all listed compliance items. Do not create duplicate subagents during context refreshes.
• Airtight Compliance & Gating: To successfully declare a task complete, you MUST satisfy both of these strict verification gates:
  • No Heuristic Pass: You are STRICTLY FORBIDDEN from using recollection or memory to pass items. Every Pass item MUST list a direct markdown link to the live workspace file with exact starting and ending line numbers in the Evidence column, or print the exact terminal log block. Blank or generic claims will be flagged as an immediate compliance failure.
  • No Pending/Fail Items: You MUST NOT notify of task completion if any checklist item remains in Pending or Fail status, or if any detailed checkbox [ ] is left unchecked. Every single row and checkbox MUST be verified and marked Pass or checked [x] with active evidence.
• No Custom Planning: You are STRICTLY FORBIDDEN from proposing, drafting, or generating any custom implementation plans or alternative planning files. The verbatim execution steps copied directly into task.md during Step 1 serve as your SOLE, absolute plan. You MUST follow the tasks inside task.md sequentially step-by-step and track progress exclusively by checking off its checkboxes.
• Just-In-Time (JIT) Reference Reading: To prevent context pollution and early phase-leakage, you MUST NOT read reference guides (like references/*.md) ahead of time. Load and study each guide sheet strictly just-in-time as required by the active execution step. When loading or copying these files, resolve their path dynamically relative to where this SKILL.md is stored to prevent directory drift errors.
• Strict Sequential Execution: You MUST follow the execution steps in the exact numerical order listed in SKILL.md or task.md. You are NOT allowed to skip steps, jump ahead, or reorder operations (such as pulling dependencies early) based on active developer preference, unless you first ask for and receive explicit approval from the user.
• Stick to the Chosen Build Path: Once the build path (Source vs. Maven) is decided, stick strictly to it. Do NOT swap paths mid-task even upon compilation failures.
• WORKSPACE Modification Ban: Modifying WORKSPACE is banned. Compile exclusively via Bzlmod using MODULE.bazel for all extensions.
• No Mock Inference: Ensure the app starts in a clean, uninitialized state. Do not use hardcoded paths for the model picker. Real inference is required.
• Verify Before Declaring Failure: Always inspect active stdout/stderr logs before declaring a background command failed; ensure it isn't simply processing slowly.
• Strict Asynchronous Verification: For all background/async operations (cloning, Bazel builds), do NOT assume task completion based on partial or progress logs. You MUST actively check command status and verify successful completion before beginning any dependent steps.
• Headless Environment: Always assume there is no device or emulator available for execution. Inspect the implementation statically to ensure compliance requirements are met, and mark runtime tests in the compliance reports as "Pass (Static/Build Only)".
• Tool Path & Reference Persistence: You MUST resolve and persistently record the absolute paths of all local/external tools (Android SDK/NDK, bazelisk) and all relative skill references/*.md files under an Environment, Tools & Reference Paths section in the top of task.md during Step 1 (before your execution Cwd changes). For all subsequent steps, you MUST use these recorded absolute paths for all view, read, and copy operations.

Context Scenarios

Scenario: Source Build

• Prerequisites: You have a local clone of the LiteRT-LM repository, or intend to build the project from source.
• Path Context: The source code is available. All paths are relative to the cloned repository root. You will build dependencies from source using Bazel.
• Dependency Action: You MUST read references/dependency_source_build.md for instructions on how to obtain the LiteRT-LM shared library and Kotlin interface.

Scenario: Maven Integration

• Prerequisites: You are creating a standalone Android application without the LiteRT-LM source code.
• Path Context: Only the requirement and skill markdowns are available. You will resolve the LiteRT-LM dependencies via Maven.
• Dependency Action: You MUST read references/dependency_maven_integration.md for instructions on how to obtain the LiteRT-LM shared library and Kotlin interface.

Execution Steps

1. Create task.md Checklist: Create a task.md file to track progress and constraints.

   • 1.1 Copy Execution Steps: You MUST copy ALL execution steps, including all numbered sub-steps and Context Refresh instructions, verbatim into task.md as a checklist. Do not summarize or omit any steps.
   • 1.2 Copy Constraints & Rules: You MUST copy the complete Core Constraints & Technical Rules section from SKILL.md verbatim into the top of task.md to ensure they remain persistently active constraints in file system memory.
   • 1.3 Context Refresh Safeguard: You MUST copy instructions into the top of task.md directing you to perform the following actions before beginning any next step (x.) or sub-step (x.y), or if the active history is compacted:
     • 1.3.1 Reload and read the ENTIRE SKILL.md file from line 1 to the end.
     • 1.3.2 Fully reload and read any referenced markdown documents associated with that step (e.g., references/ui_layout_and_state.md before initiating 3.2).
     • 1.3.3 Check if a monitoring subagent is active for this task, and if not, instantiate one as required by the Monitoring Subagent Constraint.
   • 1.4 Instantiate Monitoring Subagent: Instantiate and launch the dedicated monitoring subagent immediately as required by the Monitoring Subagent Constraint.
   • 1.5 Record Absolute Reference Paths: You MUST immediately resolve the absolute path onto each relative references/*.md file listed in this skill from your starting trigger directory, and record them under an Environment, Tools & Reference Paths section in the top of task.md.

2. Gather Inputs & Initial Environment Setup:

   • 2.1 Project Root: Ask the user for the root path to store the sample code and all dependencies.
   • 2.2 Target Scenario: Ask the user to choose their target scenario (from the Context Scenarios above) to determine the build path, but only record the choice for use in step Obtain LiteRT-LM Shared Library and Kotlin Interface.
   • 2.3 Android SDK/NDK Setup: Ask the user for their absolute path to an existing Android SDK.
     • If provided: Record the path to configure the Bazel build. Verify NDK version 27.3.13750724 is installed and used.
     • If not provided: Download the Android SDK command-line tools and extract them under the task's root directory (e.g., [ROOT]/android_sdk). Use the sdkmanager to install required platforms, build tools, and strictly NDK version 27.3.13750724, ensuring all licenses are accepted.
   • 2.4 Target Device & Model: Ask for the target device (to determine architecture) and the target model.
     • Let the user know that the default target device is Pixel 10.
     • Let the user know that the default model is https://huggingface.co/litert-community/gemma-4-E2B-it-litert-lm/tree/main, and ask if they want to change it.
   • 2.5 Environment Verification: Download the specified model to the root path defined by the user.

3. Implement App UI and State (Excluding Inference):

   • 3.1 Load UI Specifications: Load references/ui_layout_and_state.md and follow the instructions inside to create the app UI and state machine (everything except actual inference calls).
   • 3.2 Initialize UI Checklist: Create compliance_review_ui.md by copying references/compliance_checklist_ui.md, and initialize all statuses to 'Pending'.
   • 3.3 Verify Layout & State: Compile and verify that the UI layouts, insets, and other components build perfectly without JNI/native code references.
   • 3.4 Local UI Compliance Audit: Read and audit compliance_review_ui.md in place and save the file with detailed results and evidence (citing line-numbered links).

4. Obtain LiteRT-LM Shared Library and Kotlin Interface:

   • 4.1 Load Scenario Reference: Load the appropriate scenario guide identified in step 2.2 (e.g., references/dependency_source_build.md or references/dependency_maven_integration.md).
   • 4.2 Initialize Dependency Checklist: Create compliance_review_dependency.md by copying references/compliance_checklist_dependency.md, and initialize all statuses to 'Pending'.
   • 4.3 Integrate Library & Interface: Follow the scenario instructions to obtain the required LiteRT-LM shared library and Kotlin interface.
   • 4.4 Local Dependency Compliance Audit: Read and audit compliance_review_dependency.md in place and save the file with detailed results and evidence (citing line-numbered links).

5. Full Implementation with LiteRT-LM Integration:

   • 5.1 Load Inference Rules: You MUST read references/inference_implementation.md to understand the specific rules for integrating LiteRT-LM.
   • 5.2 Initialize Inference Checklist: Create compliance_review_inference.md by copying references/compliance_checklist_inference.md, and initialize all statuses to 'Pending'.
   • 5.3 Implement Inference: You MUST immediately integrate LiteRT-LM inference into the application once the App UI and State builds successfully. Do NOT pause for user feedback unless blocked by unsolvable errors.
   • 5.4 Local Inference Compliance Audit: Read and audit compliance_review_inference.md in place and save the file with detailed results and evidence (citing line-numbered links).

6. Verification and Compliance Audit:

   • 6.1 Re-evaluate Compliance Reports: Reload and read all three existing compliance reports (compliance_review_ui.md, compliance_review_dependency.md, and compliance_review_inference.md) sequentially one by one to fully rehydrate them in your active context, re-running full verification checks to ensure subsequent changes in later steps did not break earlier passes. Update your evidence blocks with new integrated code files and line numbers.
   • 6.2 Verify Compliance Gates (No Pending/Fail Items): Verify that absolutely no checklist items are left in Pending or Fail status in any of the reports. All applicable blocks MUST be signed off as Pass and checkboxes ticked [x], as required by No Pending Items Constraint.
   • 6.3 Final Comprehensive Audit Sign-Off: Once all compliance reviews have successfully passed, perform a final overall audit of the codebase and build artifacts (such as the compiled APK, logs, or generated binaries) to guarantee that the compiled task is 100% robust and complete.

7. Deploy:

   • 7.1 Installation Instructions: Provide instructions to the user to install the APK and push the model file to their device.
   • 7.2 Device Requirements: Remind the user to verify that the target Android phone allows custom APK installation. Some devices may require a userdebug build of Android to allow installation of debug APKs or disabling package verification.

Source: google-ai-edge/LiteRT-LM — distributed by TomeVault.