In the era of large language models, the Chinese model DeepSeek-R1 has become a hot topic—not least because it can be run on conventional hardware right at home. This article explains how to install and run DeepSeek-R1 locally without relying on remote servers. We’ll discuss the model’s unique features, present three different desktop tools for...
Category: AI
AI’s Emerging Preference Systems
A paper from researchers at the Center for AI Safety, University of Pennsylvania, and UC Berkeley has uncovered something surprising about large language models (LLMs): they develop coherent, structured preferences that become more organized as the models get larger. This finding challenges some common assumptions about how AI systems work and raises important questions about...
The Great Knowledge Work Revolution: How AI Could Transform One-Fifth of Global Jobs
Picture a world where artificial intelligence can read every research paper ever written in minutes, analyze complex market trends instantly, and draft comprehensive reports while you sleep. This isn't science fiction—it's the promise of Deep Research from OpenAI, and it's poised to revolutionize how knowledge workers work in ways we're only beginning to understand. A...
Breaking Down Data Silos with Email-Based AI Agents
Picture your organization's data ecosystem as an ancient city. In one quarter, sales records are meticulously kept in towering databases. Across town, customer stories echo through spreadsheets and feedback forms. And in yet another district, market insights are sealed away in countless reports and presentations. Between these quarters stand invisible walls – not of stone...
Training Data: The Source Code of the AI Era
In software development, we've long understood the distinction between source code and compiled binaries. Source code is what programmers write - the human-readable instructions that define a program's behavior. When we compile this code, we transform it into machine code that computers can execute efficiently. This compilation process necessarily obscures the original logic, making the...
How close is the superintelligence?
The pursuit of superintelligence—the development of artificial intelligence (AI) systems that significantly surpass human cognitive abilities—has become a focal point of research and debate within the AI community. As advancements in machine learning, particularly through large language models (LLMs) and deep learning techniques, have accelerated, experts increasingly ponder the implications of systems that could autonomously...
A Comprehensive Guide to Using OpenAI o1 Effectively: Moving Beyond the Chat Paradigm
OpenAI's latest model o1 is a truly impressive model. It surpasses it's predecessor GPT-4o in many ways, however, to effectively use o1, we first need to understand that it represents a significant departure from previous models like ChatGPT or Claude 3.5 Sonnet. While many of us have grown comfortable with conversational AI where we have...
The AI Takeover of Software Engineering: 2025’s Critical Threshold
The software engineering profession stands at a critical juncture as AI capabilities advance at an unprecedented pace. When industry leaders like Mark Zuckerberg predict AI systems capable of mid-level engineering tasks by 2025, and Salesforce's Marc Benioff implements hiring freezes due to AI-driven productivity gains, we need to take a hard look at the future...
Going Beyond RPA with LLMs
Robotic Process Automation (RPA) has long been the go-to solution for streamlining repetitive tasks. But when it comes to handling complex, (semi-)structured data, RPA falls short. Enter AI-powered intelligent automation—a transformative approach that redefines what’s possible in business operations. Unlike traditional RPA bots, AI agents bring contextual understanding to the table, making them more reliable...
What is the ARC Prize and why is it important?
The ARC Prize is a $1,000,000+ public competition aimed at advancing open-source progress towards Artificial General Intelligence. The ARC Prize is a competition designed to inspire new ideas and drive progress towards Artificial General Intelligence (AGI) by reaching a target benchmark score on the ARC-AGI (Abstraction and Reasoning Corpus for Artificial General Intelligence) benchmark. The...
