Lending & Credit
Avatar of luke-reynolds luke-reynolds
luke-reynolds
September 9, 2025 at 3:19 am

How to set up adverse action notices programmatically?

How to set up adverse action notices programmatically?

I’m researching this for a project and would love real-world input. If you’ve built or shipped something here, what did you learn? Context: I’m Isabella Sanders and I’m evaluating options for our team.

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  • Avatar of Alex Kugell

    Alex Kugell

    September 12, 2025 at 1:19 am

    Negotiate support SLAs; they beat shiny features in crunch time. Run a pre-mortem; it surfaces surprises early. Process tip that prevented a week of rework.

  • Avatar of Alex Kugell

    Alex Kugell

    September 12, 2025 at 5:19 pm

    Push data contracts upstream so APIs don’t drift. Keep the system operable by the smallest competent team. Biggest risk is invisible complexity creeping in.

  • Avatar of Luke

    Luke

    September 12, 2025 at 11:19 pm

    Train support to recognize false positives quickly. Calm dashboards mattered more than fancy models during incidents. Small anecdote that might help.

  • Avatar of Marcelo Pantoja

    Marcelo Pantoja

    September 13, 2025 at 3:19 am

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

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