Small, practical tools for each pressure. All of them are proposed designs: built for real use, and offered to be tested.
The Oversight Ladder places AI-assisted work by the cost of being wrong and the AI's confidence signal, to show how much human checking it needs.
The grid places the work; the ladder is how much of you it needs.
The confidence signal is what a reviewer can check about the output (sources, checkable claims, a tested use case), not how sure the AI says it is.
High stakes, hard to reverse, reasoning opaque: escalate.
High stakes, hard to reverse, reasoning checkable: verify thoroughly.
Low stakes, easy to reverse, reasoning opaque: verify lightly.
Low stakes, easy to reverse, reasoning checkable: trust and proceed.
Some decisions never enter the grid. On the Don't Delegate list, AI does not decide, carry out or announce: it may help gather evidence and draft options, and a named person decides.
A growth target sized for six to eight weeks rather than a year, with four parts: one named skill, an evidence bar in the person's own words, a timeframe, and the support the manager or coach will actually give. Strung together, Micro-Rungs make growth visible when promotions are rare.
Micro-Rungs can inform a level or pay decision; they don't make it.
Two or three people at a similar stage, from different teams, meeting in a short fixed slot to help each other with real work problems. No managers in the circle. A coach or HR partner starts them, then steps out.
When senior time is scarce, the quality of a request for help decides whether help is possible at all. A good ask has three parts: where exactly you are stuck, what you have already tried, and the kind of help you want.
"Can I pick your brain?" fails on all three. "I'm stuck on how to answer the client's new timeline; I've drafted two options and neither feels right; can you sanity-check my thinking for five minutes?" works.
A short self-assessment that shows where the shift is already showing up for you, your team or your organization, across the three compressions.
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