Cursor Foundry: A Software Assembly Line

Done means you can design a staged agent pipeline with clean handoffs between stages.

Use Cursor FoundryA prototype software factory that chains specialised agents (plan, design, build, review) with clean handoffs, built on the Agent SDK. (Agent SDKA programmatic interface for running Cursor agents from your own scripts, services or CI, locally or in the cloud.) when one agent per task is not enough and you want a repeatable multi-stage pipeline. Keep the boundary narrow.

Start small. Name the job, attach the context that proves the point and decide what evidence would make the output trustworthy.

Read the loop before touching the controls. The first beat frames the work, the second uses Cursor, the third checks the result and the fourth leaves a handoff someone else can inspect.

Treat this as a short practice loop, not a product tour. The task should be small enough that you can inspect the result without trusting the summary.

1. 1Break the work into stages with one responsibility each: plan, design, build, review.
2. 2Give each stage a specialised agent and a clear input and output contract.
3. 3Hand the artifact from one stage to the next so context stays clean across the line.
4. 4Wrap it in your own UI, for example a Kanban over cloud agents, and reuse it for non-coding jobs too.

The exercise is complete only when the proof matches the requested outcome. If the proof is weak, reduce the scope or fix the context instead of adding more instructions.

Verification decides the next move.

Use the first failure signal as the next prompt. Broad retries usually make the run noisier; a narrow retry gives Cursor a concrete repair target.