Lullad

Guides

How the reward loop works.

Product, economics, privacy, and anti-fraud—explained from the implementation outward.

Agent economics

What can AI agent wait time actually do?

A practical look at active agent wait states, attention, and why a single opt-in status line can be useful without reading the work itself.

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Unit economics

How can ads subsidize LLM tokens?

The accounting loop behind verified ad events, points, gateway quota, campaign budgets, and the limits that keep the subsidy solvent.

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Trust boundary

Lullad privacy and anti-fraud, by design

What Lullad observes, what it deliberately cannot see, and how verified rewards resist replay, impossible dwell, fake referrals, and concurrent overspend.

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