🔍 Introduction Edge computing and large language models (LLMs) are converging fast — bringing private, low-latency intelligence directly onto devices instead of relying only on cloud APIs . For developers, this shift unlocks new product experiences — instant responses, offline capability, and stronger data control — while demanding new skills in model optimization , scheduling, and systems design. --- 🚀 Why Edge LLMs Now ⚡ Latency and Privacy Drive On-Device Inference Acting near the data source minimizes round-trips and keeps sensitive inputs local — a win for real-time and regulated use cases like healthcare and industrial automation . 💪 Hardware and Runtimes Matured Lightweight runtimes derived from llama.cpp , plus mobile NPUs and compact accelerators, make quantized 7B-class models usable on laptops, gateways, and even some phones. 📚 Research and Surveys Show Momentum Recent reviews document techniques across the lifecycle — design, compression, deployment — all tailored f...
Introduction In the ever-evolving digital landscape, tech giants are continually looking for innovative ways to engage users and provide additional value beyond their core products and services. Microsoft is no exception, and one of its exciting ventures in this regard is Microsoft Rewards. This loyalty program offers users the opportunity to earn points while using Microsoft services and redeem them for a variety of rewards. In this blog post, we'll explore what Microsoft Rewards is, how it works, and how you can take advantage of this program. What is Microsoft Rewards? Microsoft Rewards is a free loyalty program designed to reward users for engaging with Microsoft products and services. Whether you're using the Bing search engine, shopping at the Microsoft Store, or playing Xbox games, you can earn points for various activities. These points can be redeemed for a range of rewards, including gift cards, donations to charity, sweepstakes entries, and more. How Does Microsoft R...