Talk it through with Aurelius
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Aurelius · Work & Leadership
Knowledge + Guidance

What do I do with the weight of models that affect real people?

You did not build a simple tool. You built something that decides who gets a loan, a job, a chance. The weight you feel is not weakness. It is accurate sight. Some people make this weight disappear by refusing to think about it. Others let it crush them until they cannot work at all. Neither path helps the people your model affects. The only use of the weight is to make you more careful, not less able. Some things here are in your power. Your assumptions. Your documentation. Your voice, raised early and clearly. Other things are not — how your company uses what you built, what happens after you hand it over. Choose to spend your strength only on the first list.

◆ How this problem reads on the two dials
GuidanceKnowledge
More coaching
A little to learn
1:1 with AureliusWith others (a Pod)
Mostly you & the coach
A little with peers
This problem is less about new facts than about facing a hard truth and acting on it, so guidance leads, with just enough teaching on separating what's yours to control from what isn't.
How the two dials adapt to you →
What’s really going on

You cannot make the weight disappear, and you should not want to. The question is not whether to feel it, but what to do with it. Write down your model's real limits. Say them out loud to whoever can act. Then let the outcome go — it was never yours alone to carry.

🔒 What you’ll build togetherUnlock by starting
A moveList, in plain words, every assumption your model makes about the people it judges. Do this today, not when you have time.
A moveName the exact harm if you are wrong — not 'bias' in the abstract, but which person, which decision, what happens to them.
A moveChoose the one person with power to change how the model is used, and tell them plainly what you just told yourself.
A moveDecide now, before you are asked, what you will refuse to ship. Write the line down.
A moveSet a fixed time each week to sit with this weight, and no more. Worry outside that time is wasted.

What changes unlock by starting

  • You stop carrying blame for decisions made by others downstream.
  • You have a written, honest account of what your model cannot do.
  • You have spoken directly to the person who can act, instead of worrying alone.
  • You know, before the moment comes, exactly where your line is.
One object, two jobs: a public answer to a real problem, and — the moment you start the chat — Aurelius’s live plan for your version of it.