CI, CD, and continuous monitoring
The factory owns the whole loop. What it ships, it watches.
A factory that hands you software and walks away is just a contractor. SFab owns the loop end to end: continuous integration, continuous deployment, and continuous monitoring. The loop is closed: what the factory learns from running your software becomes the input for the next change.
Continuous integration
Every change rides the same line. Checks run on every PR, and once they pass, an independent agent reviews the code and posts a verdict; a red verdict blocks the merge. There is no path around the gate. See How trust works.
Continuous deployment
You approve the proof, and the change goes live. No release ceremony, no deploy committee: approval is the deploy decision, and the factory carries it out the same way every time.
Continuous monitoring
Shipping is where most tools stop, and where the factory keeps going. It monitors the software it shipped: is it behaving correctly, are errors climbing, are database calls staying fast. And it doesn't page you with a dashboard when something slips. The finding becomes a task, the task enters the line like any other change, and the fix arrives with proof, the same way everything else does. The loop never stops.
Two altitudes of monitoring
The factory's monitoring is operational: it watches the software itself. Correctness, performance, errors, the health of the machine. The agent inside your app watches the business: events and data, judged against your rules, with routine calls handled and exceptions escalated to you. Different altitude, same principle: nothing runs unwatched. See AI-native apps for the in-app side.
Shipped vs. landing
The CI gate is live today: checks plus an independent AI review on every PR, with a red verdict blocking the merge. The evidence trail behind monitoring (structured logs, the activity feed, per-run transcripts) is also shipped. The autonomous monitoring agent that watches deployed apps and files its own tasks, and deploy-on-approve for fabricated apps, are the target state being built around the fabrication pipeline.