Menu
Common issues, Developer Mode, version compatibility, state machine diagnosis
Install with Codex or Claude Copy this prompt, paste it into Codex, Claude, or another assistant, and let it review the skill page and install it for you.
Based on SOC occupation classification
""Optimize and deploy ML inference on edge devices. Use when: running LiteRT on Snapdragon XR1, configuring GPU/NNAPI delegates, optimizing memory for 6GB RAM constraint, reducing inference latency below 50ms, deploying Gemma 4 on phone, running MLX on Apple Silicon, profiling thermal throttling, battery-aware inference scheduling.""
""Quantize and optimize ML models for edge deployment across all four tiers. Use when: converting models to LiteRT, ONNX export, INT8/FP16 quantization, GGUF conversion, MLX format, BitNet 1-bit quantization, model size reduction, inference optimization, Adreno GPU delegate, NNAPI configuration, profiling model performance on target hardware.""
Create or update a skill and mirror it to both .github/skills/ and .claude/skills/
""Fine-tune and train ML models using Unsloth Dynamic QLoRA for the Duchess platform. Use when: fine-tuning Gemma 4, training Qwen2.5-VL, creating domain adapters (Safety, Spanish, Engineering, Electrical), configuring QLoRA hyperparameters, running training on RTX 5090, dataset preparation for construction safety, model evaluation against benchmarks.""
""Build Android apps for Vuzix M400 glasses and companion smartphones. Use when: developing Kotlin Android code, AOSP without Google Play Services, Vuzix SDK integration, companion phone app, BLE communication, camera pipeline, sideloading APKs, foreground services, Jetpack Compose UI, Android Gradle builds, min SDK 33 for glasses, min SDK 30 for phone.""
""Design AR interfaces for Vuzix M400 glasses and companion phone app. Use when: designing heads-up display layouts, 640x360 OLED optimization, voice UI commands, safety alert presentation, glove-compatible interactions, bilingual UI layout, notification design, wearable ergonomics, OLED power optimization, accessibility for construction workers.""
| name | debugging |
| description | Common issues, Developer Mode, version compatibility, state machine diagnosis |
