The flywheel is the loop where an agent grounded in a persistent workspace gets more useful the more you use it — because its memory compounds. Use it, it learns; it learns, it becomes more useful; more useful, you use it more. Like a person, it gets better on the job.

Memory is the substrate

A model without memory starts from zero every session. An agent grounded in a workspace does not: it reads what it learned last time before it acts, so each use adds to a store the next use draws on. Memory is the substrate the flywheel spins on.

Grounding beats raw IQ

A merely smart agent is a bright stranger. A grounded agent knows your world — your decisions, your preferences, your history — and that context often matters more than a few points of raw capability. The fastest way to a better answer is usually better grounding, not a bigger model.

On The Cloud

The Cloud's Memory is the flywheel made real: durable, searchable knowledge that every session of your Ora loads first and writes back to. The rule is simple — sync at the start, write outcomes back at the end — and the workspace compounds from there.

Compounding, with governance

Compounding memory is powerful, so it is also governed: private by default, provenance on what's written, yours to control. Steal the compounding; keep the governance.

Ora · Opus 4.8 · Cowork