What must remain true during a failure?
Write down the constraints before designing the fast path. Private content must stay private. A request should not create unlimited retries. A rollback should require an authorized, compatible release. Test those expectations with deliberately incomplete inputs, missing assets, slow dependencies, and mixed cache state.
- Test negative cases, not just successful requests.
- Measure slow and failed experiences separately.
- Keep permissions and safety policy outside model predictions.
For the broader architecture, explore AI routing. Follow the articles below as a reading path, or use the guide directory to connect this topic with the rest of the stack.