Stoa Lab is building a system for legible human–AI interaction — where computational cost, provider choice, process state, and data custody are visible to the person using them, not concealed by the platform. The following components are in active development. None are operational yet.

Measures In Development

A common human-facing unit for computational use — normalizing across providers without concealing the underlying cost. Raw provider data remains inspectable. The exact definition of one Measure is not yet settled.

The Meter Prototype

An instrument that makes computation visible during an exchange. Session-level tracking is a near-term prototype goal. Persistent balances and cross-session totals require additional architecture.

Process In Development

A stateful unit of guided work — with stages, evidence handling, verification, pausing, and resumption. The Prompt Studio demonstrates the principle; persistent process state is being designed.

Library Architectural Intention

A collection of durable objects — guides, protocols, guided processes — each with explicit computational weight and honest access conditions. No Library objects currently exist.

Provider Independence Architectural Intention

The ability to choose among AI providers and models based on capability, speed, cost, privacy, and task fit. Currently one provider. The design principle is provider choice belongs to the human.

The Ledger Architectural Intention

A personal record of computation — where Measures went, which provider, what the underlying cost was, what was retained and what was transient. A record for the person, not a record about the person.

Guild Open Question

A membership relationship with Stoa Lab. What this means — belonging, participation, computational capacity, contribution — is not yet resolved. Guild does not currently govern access to the Commons, Library, or Studio.

These are different relationships. No one implies the others. Any combination — including none, including only one — is complete.

People keep this open.

The Commons is sustained by voluntary contributions from people who find it useful. Supporting does not unlock anything — everything here is already open.

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