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How does regularization prevent overfitting?
Regularization adds a penalty to the loss, shrinking weights toward smaller values and reducing variance…
p. 214, §7.3
Mentor

Lesson 4 · Loss functions

88 concepts42% mastered
Illustra

a glass sculpture of a whale mid-flight

Story

The lighthouse
keeper's ledger

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4

AI agents

1 tap

publish

<1s

first token

One suite, three superpowers

Every agent is purpose-built for a single job, and they share one workspace and one credit balance.

One story. An Instagram carousel. A YouTube Short.

Story turns a one-line idea into an illustrated storybook for any audience — then publishes it to your own Instagram or YouTube accounts with a single tap. No editing, no templates, no re-posting by hand.

Instagram

Publish the story as a polished carousel to your professional account.

YouTube

Render the slides into a vertical 9:16 Short and upload it to your channel.

The essentials, done right

Everything you need for serious work — nothing you don’t.

Built for speed

Streaming responses and efficient pipelines keep you in a state of flow.

Grounded answers

Document Q&A retrieves and cites the exact passages it answers from.

Structured courses

A textbook becomes a curriculum of concepts, lessons, and dependencies.

Spaced repetition

Reviews are scheduled so knowledge sticks long after the first pass.

Multi-provider images

Illustra routes generation across providers with prompt enhancement.

Transparent credits

Pay for what you use with simple pay-as-you-go credits and clear per-action costs.

Pay for what you use

Simple pay-as-you-go credits, no subscriptions. Every agent action is billed by the tokens it uses, with clear costs shown up front.

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Credits

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