Decide this with numbers, not vibes. We hit rate limits on day three; lightweight caching saved us. If the key metric doesn’t move in 14 days, revert.

Keep the system operable by the smallest competent team. Log sample payloads (PII redacted) to speed debugging. Biggest risk is invisible complexity creeping in.

We cut manual review time by ~30% just by clarifying thresholds. If the key metric doesn’t move in 14 days, revert. Decide this with numbers, not vibes.

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

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

Add synthetic transactions to catch silent failures. Legal sign-off took three weeks; budget that into your plan. Small anecdote that might help.

If the key metric doesn’t move in 14 days, revert. Decide this with numbers, not vibes. We hit rate limits on day three; lightweight caching saved us.

Decide this with numbers, not vibes. If the key metric doesn’t move in 14 days, revert. Legal sign-off took three weeks; budget that into your plan.

Small anecdote that might help. We cut manual review time by ~30% just by clarifying thresholds. Ensure sandbox parity to avoid release‑day surprises.

Latency budgets forced us to drop nice-to-haves. Rotate credentials on a calendar, not only after incidents. Small anecdote that might help.

Decide this with numbers, not vibes. If the key metric doesn’t move in 14 days, revert. We cut manual review time by ~30% just by clarifying thresholds.

Small anecdote that might help. Tune thresholds per segment; one size rarely fits all. Legal sign-off took three weeks; budget that into your plan.

Small anecdote that might help. Tune thresholds per segment; one size rarely fits all. Latency budgets forced us to drop nice-to-haves.

Small anecdote that might help. The real cost driver was reprocessing, not inference. Push data contracts upstream so APIs don’t drift.

Counterpoint based on what stuck in reality. Ignore shiny features until you validate ROI. Document assumptions so new teammates move faster.