# Use the overhang with knowledge, taste, and agency

[Canonical reading](https://escapemeridian.com/readings/mollick-overhang-advantages)

Mollick says people should stop treating capability as only a future problem. He says current models already do weeks of guided work, and the human role that still matters is deep knowledge, wide knowledge, taste, and agency.

Headline and sourced paraphrase by Escape Meridian. Inclusion is not endorsement.

## Original source

One Useful Thing · Author essay

Original source date: Sep 18, 2026 (2026-09-18).

Date basis: JSON-LD datePublished 2026-09-18T17:54:32Z on the fetched page.

Essay HTML fetched 2026-09-23. Selected paragraphs read. Demos and the embedded PDF were not fetched.

The date this reading was added to Escape Meridian is not recorded.

- [The Overhang](https://www.oneusefulthing.org/p/the-overhang)
- [The four advantages](https://www.oneusefulthing.org/p/the-overhang)

## Limits

One author's paid account and chosen projects. Model names and dates will move.


## Editorial test, not a stated concession

If unaided follow-up work got worse as these tools were used, or if the demos failed when someone else repeated the prompts, the practical advice would need to shrink.


## supports

You are not trying to compete with AI in producing outputs, that is a losing game.

- [Supporting source](https://www.oneusefulthing.org/p/the-overhang)

## qualifies

He reports personal trials, including a Zork reconstruction and a book trailer, as illustrations. Those trials are not a controlled study.

- [Supporting source](https://www.oneusefulthing.org/p/the-overhang)

## Source and contributor context

Ethan Mollick · Author of the One Useful Thing essay

Writes from trials of current models on his own projects, including a book trailer and reconstructions.

This is his reading of present tools. It is not a labor-market measurement or a safety evaluation.

Declared interests are limited to the records linked here; absence of a record does not establish absence of an interest.

- [The Overhang](https://www.oneusefulthing.org/p/the-overhang)
- [The essay says the examples used a fraction of the token budget of the ChatGPT account he pays for, and it promotes his forthcoming book Co-Existence.](https://www.oneusefulthing.org/p/the-overhang)

## Assumptions

Editorial reconstruction: a vivid personal demo can show possibility without showing typical outcomes.


## Source media

Media retrieval status: found.

- [View the library demonstration · One Useful Thing](https://substackcdn.com/image/fetch/$s_!lOLb!,w_1200,h_675,c_fill,f_jpg,q_auto:good,fl_progressive:steep,g_auto/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F47cb24b9-02ec-426b-960f-8429df91be29_1942x1016.png)

## Questions between perspectives

Editorial comparison; no direct exchange established: Does using today's models for long tasks leave the practice that his earlier essay said learning requires?

- [Related reading](/readings/mollick-retain-the-learning)

## Terms and references

Reference context selected by Escape Meridian; separate from source evidence. Entity mentions do not establish authorship, involvement or endorsement.


## Ethan Mollick

Ethan Mollick is a Wharton researcher and author exploring how AI changes work, learning and decision-making.

- [Explore this context](/entities/ethan-mollick)
- [Reference](https://mgmt.wharton.upenn.edu/profile/emollick/)
- [Reference](https://www.oneusefulthing.org/)

## One Useful Thing

One Useful Thing is Ethan Mollick’s publication about AI in work, education and everyday practice.

- [Explore this context](/entities/one-useful-thing)
- [Reference](https://www.oneusefulthing.org/)

## Corrections and challenges

[Send a correction or an opposing source](https://escapemeridian.com/corrections/)

[JSON record](https://escapemeridian.com/readings/mollick-overhang-advantages.json)