Numerous AI

Numerous AI — All Guides

Numerous AI brings AI features into Google Sheets and Excel for writing, classifying, extracting, and cleaning data. It is built for marketers, analysts, researchers, and spreadsheet-heavy teams that want to automate repetitive work fast.

Guides & Articles

Local AI vs trillion‑dollar data centers: how close are we really?

Local AI vs trillion‑dollar data centers: how close are we really?

A new wave of local AI models is getting surprisingly close to top cloud models for everyday coding tasks—while costing almost nothing to run. But there’s still…

How a fake 'world’s best AI model' exposed the problem with benchmarks

How a fake 'world’s best AI model' exposed the problem with benchmarks

A small open-source model was fine-tuned to ace major AI benchmarks and then wrapped in a fake lab and research paper, briefly fooling parts of the AI community…

How to run Udio UA2: the new best local AI music generator

How to run Udio UA2: the new best local AI music generator

UA2 is a powerful open-source AI music generator you can run locally with as little as 4GB of VRAM. It creates full songs with vocals, supports multiple languag…

OpenAI’s GPT‑5.4 Pro might now be the smartest AI model in the world

OpenAI’s GPT‑5.4 Pro might now be the smartest AI model in the world

OpenAI’s new GPT‑5.4 Pro model is setting records on cutting‑edge reasoning, math, web browsing, and real‑world work benchmarks—but it comes with a high price t…

Can Claude Opus 4.6 really do PhD‑level maths?

Can Claude Opus 4.6 really do PhD‑level maths?

A deep dive into how Anthropic’s Claude Opus 4.6 performs on PhD‑level maths, coding, and finance workflows—compared with ChatGPT Plus and Google Gemini. The ve…

GPT‑5.4 thinking is here: what’s new and how it actually performs

GPT‑5.4 thinking is here: what’s new and how it actually performs

GPT‑5.4 thinking and GPT‑5.4 Pro are OpenAI’s newest ChatGPT models, with big upgrades in research, spreadsheets, presentations, coding, and built‑in computer u…

What 7.8B Claude Opus 5.5 tokens can really build in game dev

What 7.8B Claude Opus 5.5 tokens can really build in game dev

A full MMO-style RPG was built almost end-to-end by Claude Opus 5.5, wired into Unity, Blender, and asset-generation APIs. Here’s how the workflow worked, what …

DeepSeek V4 Pro tested: massive open-source model with surprising real-world results

DeepSeek V4 Pro tested: massive open-source model with surprising real-world results

DeepSeek V4 Pro has arrived as the largest open-weight model yet, with a 1M token context and aggressive pricing. This hands-on test walks through how it actual…

How to install and run Hermes Agent on a Hostinger VPS (with Telegram, skills, and cron jobs)

How to install and run Hermes Agent on a Hostinger VPS (with Telegram, skills, and cron jobs)

This guide walks you through installing Hermes Agent on a Hostinger VPS, wiring it up to OpenRouter and Telegram, and then giving it real skills, memory, and sc…

GPT‑6 Soul leak, Gemini 4.0 pressure, and DeepSeek’s massive new model

GPT‑6 Soul leak, Gemini 4.0 pressure, and DeepSeek’s massive new model

A new GPT‑6 Soul label quietly appeared in OpenAI’s API, Google is racing to ship Gemini 4.0, DeepSeek launched a 763B‑parameter model that uses less GPU memory…