Changing Constraints Scenarios
Notes on Changing Constraints Scenarios for ML platform / Applied AI interview preparation. The file index below shows what's in scope; click through to the individual notes for the depth.
Interview talking points
- This is a sub-topic under AI-First-Production-Engineering. See the parent for the broader interview framing.
Files in this folder
| File | Title |
|---|---|
| 01-10x-user-surge-overnight.md | Constraint Scenario 01 — 10× User Surge Overnight |
| 02-foundation-model-deprecated.md | Constraint Scenario 02 — Foundation Model Deprecated Mid-Quarter |
| 03-cost-budget-halved.md | Constraint Scenario 03 — Cost Budget Halved |
| 04-latency-sla-tightened.md | Constraint Scenario 04 — Latency SLA Tightened (p95 first-token 1.4s → 600ms) |
| 05-new-compliance-mandate.md | Constraint Scenario 05 — New Compliance Mandate Mid-Flight |
| 06-tool-count-explodes.md | Constraint Scenario 06 — Tool Count Explodes 7 → 70 |
| 07-provider-quota-revoked.md | Constraint Scenario 07 — Provider Quota Revoked |
| 08-new-locale-launch.md | Constraint Scenario 08 — New Locale Launched in 2 Weeks |
Back to the parent.