AI models without memory are like people with amnesia — they can answer questions in the moment but forget everything you told them five minutes ago.

In this article, we explore:

- The limitations of stateless AI

- Why long-context is only half the solution

- How GENYS uses capsules to store, retrieve, and audit context over time

A stateless model treats every request as if it’s the first. This means:

- No continuity

- No awareness of prior commitments

- No personal or organizational context

In GENYS, the *capsule* is our atomic unit of memory — it carries:

- Context

- Traits

- Source history

- Confidence scores

Capsules are versioned, audited, and retrievable across sessions and agents.

Persistent memory without transparency is dangerous. GENYS embeds auditing into its architecture so you can always trace *why* an AI made a decision.

> AI memory is not just about recall — it's about responsible continuity.