Turn direction into a product people can use, shipped by the same hands that designed it.
Work is divided into bounded tasks with the tools and context each one needs. One model creates, a different one checks it against references, and the correction is checked again.
Specialists work together. Review is part of the work.
Agentic Reasoning & Coordination Systems divide the brief into bounded tasks. Autonomous models receive the tools and context those tasks require — and never review their own output.
- 01
Intake
Goal and acceptance criteria.
- 02
Classification
The relevant ARC and expertise for this piece of work.
- 03
Execution
Research, design, build — within the bounds the task was given.
- 04
Cross-review
Another model checks the work against references and quality rules.
- 05
Delivery
Output with the completed checks attached to it.
Finding → targeted correction → recheck
Quality before delivery
By correcting errors during review rounds rather than after release.
Bounded autonomy
A loop stops on a named reason — approval required, blocked, budget exhausted — and can be resumed.
Adapted from the studio's architecture overview, September 2026. The lines represent work and knowledge flows; review and publication are explicit steps. It does not imply fully automated feedback or measured speed gains.