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September 4, 2003 - IBM is launching a global advertising campaign for Linux, the open-source operating system that has become the world's largest competitor to Microsoft's Windows. The new 90-second Linux spot depicts a youngster being educated by the world's top authorities. Created by WPP Group's Ogilvy & Mather, Ne
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Venice AI vs Ollama vs Mistral: Uncensored Models 2026
2+ week, 9+ hour ago (446+ words) The term gets thrown around loosely, so it’s worth separating three distinct layers where content restrictions get applied, because each one has different implications for developers. The table below lines up the three approaches across the attributes that actually matter…...
Train a Custom AI Image LoRA: 12 Steps [2026]
1+ week, 15+ hour ago (1162+ words) This tutorial walks through the entire process end to end: picking a trainer, building a dataset that won’t sabotage your results, setting hyperparameters for Flux or SDXL, running the job locally or in the cloud, and loading the finished file…...
GitLab CVE-2026-19478: CVSS 9.4 Flaw Exploited in Days
1+ week, 3+ day ago (517+ words) The vulnerability followed a path that has become familiar in 2026’s vulnerability disclosure cycle: private report, silent fix, public advisory, and exploitation within days. According to research published by the Cloud Security Alliance, the flaw reached GitLab through its HackerOne…...
Ruff vs Black vs Flake8: Python Linter Compared [2026]
3+ day, 11+ hour ago (585+ words) What Black does not do is catch bugs. It has no concept of unused imports, undefined names, or overly complex functions. Teams running Black in isolation still need a separate linter, which is exactly the gap Flake8 and, more recently, Ruff’s…...
How To Hire AI Developers For Machine Learning Projects
2+ day, 19+ hour ago (377+ words) The second difference is where the hours go. An AI software developer who treats that work as somebody else’s problem will stall when the sample dataset runs out. Listen for whether candidates discuss data as fluently as they discuss architecture;…...
Mistral Medium 3.5 vs Llama 4 Maverick vs GPT-5.6 Luna: $6.30 Gap [2026]
2+ week, 5+ day ago (789+ words) Mistral Medium 3.5 is the French AI lab’s mid-tier model, released at the end of April 2026 as an update to the original Mistral Medium line. It’s a 128-billion-parameter open-weight model, which means developers can download and self-host it under Mistral’s license, though…...
Perplexity Open-Sources Lily: 1.35x Faster Than MLX
1+ week, 2+ day ago (464+ words) Perplexity’s public announcement, posted to its official account, framed the release plainly: “Today we’re open-sourcing Lily, the local inference engine we built for hybrid compute in Perplexity Computer,” the company said in its announcement post. The company added that “Lily…...
AI Image Prompts: 12-Step Guide for 5 Models [2026]
4+ day, 15+ hour ago (1284+ words) Before starting, set up accounts and confirm you’re on current model versions. Prompt syntax changes between major versions, so an outdated guide will actively hurt you. You do not need every one of these accounts to follow along. Pick the…...
Llama 4 Maverick vs Mistral Large 3 vs DeepSeek V4-Pro
3+ week, 20+ hour ago (1153+ words) None of these three is a universal winner. The right pick depends on whether you’re optimizing for licensing freedom, raw benchmark performance, ecosystem maturity, or self-hosting cost, and the rest of this article walks through each of those tradeoffs with…...
Build an AI Image Generator API: 13 Steps [2026]
1+ week, 6+ day ago (1395+ words) Before you start, get the following in place. Version numbers matter here because image generation SDKs and API surfaces have shifted multiple times in 2026. If you haven’t generated API keys before, two existing tutorials cover that ground in detail: how…...