EdgeBox vs Vozhyk

GGUF 格式的模型适用于 本地 LLM 推理，主要用途如下： 推理、问答、摘要、角色扮演、代码推理、数学、逻辑推理、多语言、指令跟随 在手机端部署和运行 AI 大模型（如 Llama、Gemma、Qwen 等）可以让用户在离线环境下使用 AI 进行聊天、翻译、推理等任务。以下是基本流程和技术要点： 1. 选取适合的 AI 模型 轻量级模型：如 Qwen-1.5B、Phi-3.5-mini、Gemma-2B 等，适用于手机端。 量化模型（GGUF 格式）：如 Q4_K、Q6_K、Q8_0，降低计算需求，减少存储占用。 多任务支持：支持问答、推理、代码生成、翻译等。 2. 手机端优化 存储需求：优化后的模型大小一般在 1GB~4GB 之间。 计算资源：使用低精度推理（Q4_K、Q5_K）减少 CPU/GPU 计算压力。 多线程优化：提升推理速度，降低延迟。 3. 应用场景 离线 AI 助手：无需联网即可进行智能对话。 本地文档处理：摘要、翻译、问答等任务。 代码生成与分析：帮助开发者在手机端编写和优化代码。

Vozhyk is an on-device drone awareness app for iPhone. It uses the camera, local object detection, Bluetooth Low Energy scanning, available location and heading context, motion sensors, and best-effort Wi-Fi network information where iOS permits access to help users monitor possible drone-like activity nearby. The app analyzes the live camera feed on device and can highlight detected objects such as drones, plane-drone objects, aircraft, birds, people, vehicles, and other supported classes. Manual and automatic zoom assistance helps inspect small distant objects while keeping camera analysis local on the iPhone. Vozhyk can optionally estimate distance for supported visible objects and can optionally save current-device track logs in local app storage. When enabled, track logs may include object type, confidence, estimated object coordinates, phone location, heading, altitude context, and movement estimates. This version is free with ads. A one-time Remove Ads in-app purchase is available from Settings for users who prefer an ad-free experience. Existing paid users from earlier paid builds receive ad-free access automatically. Key features: - Live on-device camera detection - Drone and plane-drone awareness - Latest on-device detector model - Manual and automatic zoom assistance - Optional distance estimates for supported visible objects - Optional local track logging - Bluetooth Low Energy signal checks for drone/controller-like names - Best-effort Wi-Fi SSID checks where iOS permits access - Optional local accessory connection for user-owned detector alignment hardware - Interface language selection inside the app - One-time Remove Ads purchase Vozhyk is an awareness and detection utility. It is not an emergency service, certified security system, aviation safety system, weapon system, autonomous control system, or professional measurement instrument. Detection and distance results are estimates and may be affected by lighting, distance, camera motion, object size, model confidence, radio availability, iOS permissions, and environment. Privacy: camera frames are processed on device. The app does not upload camera images or detection logs to developer servers. Optional local accessory data transfer happens only over the user's local network after the user connects to compatible hardware. Ads are provided by Google Mobile Ads for users without ad-free access. Remove Ads purchases are handled through Apple StoreKit.