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CONTINUITY / ZAMBO

What Is AI Continuity?

By Brennan Zambo

In short: AI continuity is the ability for work to survive sessions, handoffs, and model changes. Cross-AI continuity is the deep case: Zambo session trails preserve server-side tool results so another model can continue from the same work.

AI continuity is broader than a model switch

Continuity means the execution record remains available when a session pauses, a job changes hands, or a different model takes over. The durable unit is completed work, not a particular chat window.

Cross-AI continuity as the deep dive

Cross-AI continuity means work started under one AI model survives switching to a different model. A stable session ID lets a later call retrieve earlier tool results, while a receipt gives the next model a portable reference to what happened.

FAQ

What is AI continuity?

AI continuity is the ability for work to survive sessions, handoffs, and model changes. Cross-AI continuity is the deep case: Zambo session trails preserve server-side tool results so another model can continue from the same work.

What is cross-AI continuity?

Cross-AI continuity means work started under one AI model survives switching to a different model through server-side session trails.

What persists in AI continuity?

Completed tool results persist. A stable session ID lets a later call retrieve earlier results, while receipts provide portable proof of what happened.