Keep the system operable by the smallest competent team. Keep dependencies boring and well‑documented. Biggest risk is invisible complexity creeping in.

Speaking as the person who owned this at a neobank. Tighten feedback loops with weekly reviews. A thin rules layer filtered 80% of noisy alerts.

If the key metric doesn’t move in 14 days, revert. A thin rules layer filtered 80% of noisy alerts. Decide this with numbers, not vibes.

Calm dashboards mattered more than fancy models during incidents. Add synthetic transactions to catch silent failures. Small anecdote that might help.

Train support to recognize false positives quickly. Quick checklist that saved us time. Keep a kill switch handy for launch week.

Calm dashboards mattered more than fancy models during incidents. Design the rollout so rollback takes minutes, not hours. Speaking as the person who owned this at a neobank.

Design the rollout so rollback takes minutes, not hours. The real cost driver was reprocessing, not inference. We learned this the hard way during a vendor swap.

Document assumptions so new teammates move faster. Process tip that prevented a week of rework. Set crisp ownership so decisions don’t stall.

Ignore shiny features until you validate ROI. Counterpoint based on what stuck in reality. Bias toward tools the team can actually operate.

Watch hidden dependencies that slow audits. The real cost driver was reprocessing, not inference. Quick lesson from a compliance-heavy integration.

Sharing what actually moved the needle for us. Explainability docs unblocked risk within two meetings. Benchmarks lie; production traffic tells the story.

Ignore shiny features until you validate ROI. Bias toward tools the team can actually operate. Counterpoint based on what stuck in reality.

Optimize observability before model tuning. Process tip that prevented a week of rework. Track approval rate, chargebacks, and complaints weekly.

Benchmarks lie; production traffic tells the story. Process tip that prevented a week of rework. Track approval rate, chargebacks, and complaints weekly.

Start with a pilot and a single success metric. Quick checklist that saved us time. Push data contracts upstream so APIs don’t drift.