About this site

A friendly place to begin. A workbench to grow into.

Tinker & Tokens is an independent learning project for people who want AI to feel more understandable—and a little more useful.

Two doors. The same curiosity.

Everyday AI is for the person who wants a hand with a note, a list, or an unfamiliar idea. The Workbench is for the person who wants to change a prompt, inspect an answer, or learn how local models fit together. You can move between them whenever you like.

How we make the content

These guides were developed with AI assistance, including Codex, Qwen, Claude, and Gemini. Sources and editorial checks matter more than agreement between models. We link evidence, distinguish a provider’s claim from an outside evaluation, and show the conditions behind saved outputs.

We do not label a product “tested” unless we actually used it in the way described. News briefings are summaries and analysis, not hands-on reviews. Our small output demonstrations do not establish a model ranking.

What runs when you visit

This edition is a static website. Patch searches local page information in your browser. Terminal Twin shows saved answers. The prompt builder assembles text you provide. There is no public AI inference endpoint, account system, or pay-per-message service behind those tools.

Reading with a critical eye

AI can invent details and sources. Open linked evidence, check dates, and compare claims with the original. For decisions that matter, use suitable professional advice and current primary information.

Corrections and updates

Each news briefing shows its source check date, and the learning articles show when they were updated. When a claim changes, the revised page should explain the corrected point and link the supporting source. This first edition is dated October 13, 2026.

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Prepared explanations + site search. No live model. Your question stays in this browser. How Patch works.