Tech

Your AI Co-Pilot Needs a Human Boss: Building a Real Human-in-the-Loop Workflow for Logistics

by

Stop thinking of AI as a black box that spits out answers. The real power comes when you architect a system where the human is the final, strategic checkpoint. Let’s build one to solve a real-world logistics nightmare. The Great Resignation wasn’t just about paychecks; it was a mass rejection of mundane, soul-crushing work. As … Read more

3 Experiments That Reveal the Shocking Inner Life of AI Introduction: Is Anybody Home?

by

Have you ever wondered what an AI is really thinking when it gives you an answer? We often assume that when a large language model “explains” its reasoning, it’s just offering a plausible-sounding story after the fact; a sophisticated form of mimicry that researchers call “confabulation.” The AI acts like it’s introspective, but there’s no … Read more

No, ChatGPT hasn’t added a ban on giving legal and health advice

by

OpenAI says ChatGPT’s behavior “remains unchanged” after reports across social media falsely claimed that new s updates to its usage policy prevent the chatbot from offering legal and medical advice. Karan Singhal, OpenAI’s head of health AI, writes on X that the claims are “not true.”  “ChatGPT has never been a substitute for professional advice, … Read more

Comparing Efficiency Strategies for LLM Deployment and Summarizing PowerInfer‑2’s Impact

by

Table of Links Abstract and 1. Introduction Background and Motivation PowerInfer-2 Overview Neuron-Aware Runtime Inference Execution Plan Generation Implementation Evaluation Related Work Conclusion and References 8 Related Work Resource-Efficient LLM. Deploying LLMs on resourcer-estricted devices has become more and more popular [37]. A representative framework is MLC-LLM [33], which enables native deployment of many large … Read more

Apple brings its App Store to the web

by

Apple has launched its App Store on the web, offering a central hub where you can browse through different categories of apps across all of the company’s devices, as spotted earlier by MacRumors and 9to5Mac. Now, when you navigate to apps.apple.com, you’ll see the revamped interface instead of a webpage that just contains information about … Read more

Performance Evaluation of PowerInfer‑2: Offloading, Prefill, and In‑Memory Efficiency

by

Table of Links Abstract and 1. Introduction Background and Motivation PowerInfer-2 Overview Neuron-Aware Runtime Inference Execution Plan Generation Implementation Evaluation Related Work Conclusion and References 7 Evaluation In this section, we evaluate the performance of PowerInfer-2 for various models and smartphone hardwares. 7.1 Experimental Setup Hardware. We select one high-end and one mid-end OnePlus [25] … Read more

How PowerInfer‑2 Turns Your Smartphone Into an AI Workstation

by

Table of Links Abstract and 1. Introduction Background and Motivation PowerInfer-2 Overview Neuron-Aware Runtime Inference Execution Plan Generation Implementation Evaluation Related Work Conclusion and References 5 Execution Plan Generation Today’s smartphones are equipped with a variety of hardware specifications, such as differing CPU capabilities, I/O throughput, and DRAM sizes. Users deploying LLMs on these devices … Read more