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Are you good at AI, or just using it?

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Open in hackernews

Are you good at AI, or just using it?

6•ppezaris•33m ago
We’re working on a ladder for individual AI proficiency and would love feedback on both the levels and the definitions.

L0 New: brand new to AI, or has not yet used it.

L1 Chat: simple prompt-and-response use. Work is serial: ask, wait for an answer, then ask again.

L2 Contextual Work: gives AI relevant documents, data, or workspace context so it can work within the actual artifact and produce a more useful result.

L3 Orchestrate: coordinates multiple agents or AI roles across independent workstreams, with work that may review, challenge, compare, or build on other work. This is not just for engineering.

L4 Automate: creates workflows that are triggered by business events and run without someone sitting at a laptop directing each step.

L5 Loop: feeds the output of those workflows back into shared knowledge or a company brain, so future workflows improve over time.

A few things I’d love your perspective on:

Are these the right levels? Are any of the names unclear or overlapping? What observable behaviors would you use to distinguish one level from the next? Does “loop” make sense as an individual proficiency level, or is it inherently a team or company capability? Is there a L6 and if so how would you define it? We’re trying to define these because, in customer conversations, we’ve found that people are not very good at self-evaluating their own AI proficiency. Frequent use often gets mistaken for proficiency. And being low on a ladder like this can feel like admitting you are falling behind, do not fit in, or are less secure in your job, especially for leaders expected to set the pace. We want a more objective, behavior-based way to distinguish the two.

Comments

jeffreygoesto•20m ago
L9: solving actual problems with A"I", not just increasing the speed of a crappy loop.
ben_w•19m ago
"Automate" and "Loop" are definitely poor names, given that all AI automates and the cheap subscriptions do loop to get things done even with what you call L2.

I wouldn't call the steps on this ladder "proficiency", to my mind they're too close to each other. Someone can go 0-2 in a few minutes if they're comfortable and enthused about reading the basic chat UIs.

3/4/5 are like, if this was a tech tree in a video game, all three would be unlocked at the same time by researching 2.

JasonYellow•4m ago
Simply knowing how to use AI is already quite impressive; you don't need the ability to develop AI. I believe you should quickly apply AI to areas you are familiar with. Soon you'll discover what AI can and cannot do for you. After that, you can find the areas you need to think about and explore in depth, while those should be left to AI.