edge-inference

Estrelas1

Forks1

Atualizado2 de abril de 2026 às 21:12

""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.""

Instalação

Instalar com Codex ou Claude Copie este prompt, cole no Codex, Claude ou outro assistente e deixe que ele revise a página da skill e instale para você.

Executar no Manus

Fonte

AlexiosBluffMara

AlexiosBluffMara/Duchess

Abrir repositório GitHub Ver repositórios do creator

Download

Executar no Manus

Ocupações relacionadasSOC

Baseado na classificação ocupacional SOC

Cientistas de dadosInformática e Matemática·SOC 15-2051

SKILL.md

readonly

name	edge-inference
description
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.""

Mais deste repositório

mesmo repositório

model-quantization

AlexiosBluffMara/Duchess

""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.""

2026-04-021

name

AlexiosBluffMara/Duchess

Create or update a skill and mirror it to both .github/skills/ and .claude/skills/

2026-04-021

ml-model-training

AlexiosBluffMara/Duchess

""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.""

2026-04-021

android-development

AlexiosBluffMara/Duchess

""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.""

2026-04-021

ar-interface-design

AlexiosBluffMara/Duchess

""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.""

2026-04-021

bilingual-localization

AlexiosBluffMara/Duchess

""English/Spanish localization for construction safety communication. Use when: translating safety alerts, creating bilingual UI strings, construction-register Spanish terminology, code-switching training data, regional Spanish variants, OSHA bilingual compliance, LoRA adapter vocabulary for Spanish construction jargon, toolbox talk translations.""

2026-04-021

Execute qualquer Skill com um clique