AirLLM: Running 70B Models on 4GB of VRAM Changes the Local AI Game

AirLLM is a project that makes it possible to run 70-billion-parameter language models on consumer hardware — specifically, on a single GPU with as little as 4GB of VRAM. The technique is layer-by-layer inference, which loads and processes one model layer at a time rather than the entire model at once. The practical implication is … Read more

ImageWhisperer: The Image Forensics Tool Newsrooms Are Using for AI Detection

ImageWhisperer is a forensic image analysis tool that has been adopted by newsrooms worldwide. It does 42 independent forensic checks on an image to detect whether it was AI-generated, deepfaked, or manipulated, and it is designed for the verification workflow that journalists, researchers, and fact-checkers need. The honest picture: ImageWhisperer is a serious tool for … Read more

Jotform AI Agents Review 2026: From Form Builder to Customer Service Platform

Jotform has been the go-to form builder for years — drag-and-drop forms, surveys, and registration pages. In 2026, it has added something that expands its identity: AI Agents that can answer questions, collect information, and handle customer interactions across channels. The honest picture: Jotform’s core form-building is still its strength, and the AI Agents are … Read more

Wondershare Filmora Review 2026: The Beginner-Friendly Editor That Got Serious About AI

Wondershare Filmora has been the default recommendation for beginner video editors for years, and in 2026 it is still that — with a significant upgrade. The company has pushed Filmora hard into AI-assisted editing, adding features that handle the tedious parts of video production so you can focus on the creative parts. The honest picture: … Read more

Originality.ai Review 2026: What It Actually Catches and Where It Falls Short

Originality.ai positions itself as the most accurate AI content detector on the market, and it has become the default choice for a lot of publishers, SEO teams, and content operations that need to screen large volumes of text at scale. The API-first design, the Chrome extension, and the fact-checking module all suggest a tool built … Read more