Quick question
Alex Morgan <alex@deals-mail.example>
Hi! Do you offer group discounts for teams of 20?
Thanks, Alex
8 interactive demos
Interactive demos of how AI models behave. Nothing you type leaves your browser.
How a model reads text
AIs don't read letters or whole words. They read tokens: chunks of text. Type anything and watch it split.
A rough split, to show the idea. Each real AI cuts text with its own dictionary, so its counts differ a little.
Watch: Why is my AI bill so high?Why answers change
For the next word, an AI has a list of guesses, each with a chance. Temperature decides how adventurous its pick is.
The cat sat on the …
Last picks
Made-up chances, to show the idea.
Why models forget
An AI can only hold so much of a chat at once: its context window. Add messages and watch the oldest ones fall out.
The peanut allergy fell out of the window, so the AI suggested nuts.
A tiny window, to show the idea. Real windows hold far more, but they still fill up.
Watch: What's a context window?Guess, or look it up first
An AI always has an answer ready, even when it doesn't know. Ask it something, then let it look things up first.
Made-up questions, answers and shop, to show the idea.
Watch: What's an AI hallucination?A small test before every change
Teams test an AI on real questions before it goes live, and again after every change. Run the test, update the AI, then run it again.
A made-up shop and test, to show the idea.
Watch: What's an AI eval?Spot the fake review
Some of these reviews were written by an AI, with no real buyer behind them. Tap the ones you think are fake, then check.
Steel kettle, 1.7 LTap a review to mark it as fake
Made-up reviews and kettle, to show the idea.
Watch: What are AI fake reviews?Answers in a form, not an essay
A chat AI answers in sentences. A typed model, like Jev, fills in a form instead: only the answers you allow, each with how sure it is.
My kettle arrived with a cracked lid. I'd like my money back.
So sorry about the lid! This sounds like a damaged-item-slash-refund situation, fairly urgent. Here's what I'd suggest…
Made-up messages and chances, to show the idea.
Watch: How does Jev work?On the site
Abed ManzaljiAI, Step by StepReal AI cases, replayed one step at a time, with the fix.Human in the LoopApprove or block what an AI agent wants to do.GlossaryEvery AI term in one plain line.LabInteractive demos of how AI models behave.Walkthroughs
HallucinationWhat's an AI hallucination?Prompt injectionWhat's prompt injection?JailbreaksWhat's an AI jailbreak?AI biasWhat's AI bias?DeepfakesWhat's a deepfake attack?Shadow AIWhat's shadow AI?AI agentsWhat's an AI agent?Fake reviewsWhat are AI fake reviews?Agent sandboxesWhat happens when an AI agent leaves its test?Context windowWhat's a context window?ReasoningWhat's a reasoning model?Multi-agentWhy a team of AI agents?MCPWhat's MCP?Open weightsWhat's an open-weight model?JevHow does Jev work?EvalsWhat's an AI eval?AI costsWhy is my AI bill so high?Fine-tuningPrompt, RAG, or fine-tune?AI codingDoes AI make developers faster?AI pilotsWhy do most AI pilots fail?Model driftWhat's model drift?In the Lab
TokensHow a model reads textTemperatureWhy answers changeContext windowWhy models forgetPrompt injectionHidden text the AI still readsRetrieval (RAG)Guess, or look it up firstEvalsA small test before every changeContent provenanceSpot the fake reviewStructured outputAnswers in a form, not an essaySettings
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