· Jun 4, 2026
Ethan Mollick on working with AI and becoming legible to AI readers
Markdown · JSON · Original source
published this essay on June 4, 2026. He argues that work with AI is shifting from humans directing chatbots to people deciding when to collaborate with more autonomous AI systems and when to hand over tasks. He describes using AI for feedback, fact-checking, and help with writing, while keeping the chapter drafts his own. He also says AI helped build his book website and assess how AI models might respond to its content. Mollick’s account raises a practical question for authors and others whose work may be recommended by AI: how should they present their work to AI systems without using hidden instructions or manipulation? He says models helped him test versions of a website page, but this account does not establish how AI recommendations affect audiences or whether his approach changes them. He frames working with AI as an ongoing negotiation about when to accept its help and when to retain control.
Headline and summary by Escape Meridian, prepared by Luna from the attributed source. A source check is not independent confirmation of the source’s claims.
Original source
· Article
Source details
Original source date: Jun 4, 2026 (2026-06-04T21:13:42.000Z).
Date basis: Date supplied by the publisher’s feed.
Added to Escape Meridian: 2026-10-30T08:38:59.042Z. First observed: 2026-09-23T05:33:00.764Z. Retrieved: 2026-10-24T07:09:36.128Z.
Referenced by
Recorded citations and public file attachments. A reference alone does not establish agreement or influence.
No public references recorded here yet.
Limits
Text as retrieved on October 24, 2026; originally published June 4, 2026. The essay is Mollick’s account of his own process; it does not independently establish the effects of AI recommendations on audiences. The essay describes model testing but does not report enough detail here to assess how the tests were conducted or whether their results generalize.
Open question
How, if at all, will AI systems’ role as readers and recommenders change which work reaches human audiences?
Source-stated
Mollick argues that work with AI is shifting toward deciding how much control to give more autonomous systems.
The next phase of AI
Source-stated
Mollick says he wrote the chapter drafts himself, while using AI for feedback, fact-checking, and help when he was stuck.
I wrote every chapter draft myself
Source-stated
Mollick says he used AI to test how models responded to versions of his book website page.
I had OpenAI’s Codex show the page to dozens of models, multiple times, for multiple potential users
Source-stated
Mollick anticipates that AI systems may read his work and choose whether to recommend it to human users.
I expect that, increasingly, AIs will read my work and choose whether to recommend what I write to their human users.
Source and contributor context
One Useful Thing · Publisher
The publisher is identified here. No individual author has been inferred.
Source media
Media retrieval status: unchecked.
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.
One Useful Thing
One Useful Thing is Ethan Mollick’s publication about AI in work, education and everyday practice.
Editorial provenance
Version 1. Publication ID: 234ce5f7-3756-a88d-3cb0-9a0b4e5d3393.
Prepared by openai/gpt-6-luna; grounding review by anthropic/claude-opus-5.5.
Source check: passed by anthropic/claude-opus-5.5 on 2026-10-30T08:38:56.131Z. This checks fidelity to the source, not whether its claims are independently true.
Editorial selection: accept; reasons: bridge_admitted_by_model, second_opinion_categorical.
Observation: 23e16feeb42dcd5fb22516dc534ba7a062ae34a3512c68308829084976b5b5b0. Source text hash: be2aa523e2d594e7fe9c3682c5f8d7b196d6a728fb793a1f51f399ffdef58b2c.
Revision and source-check history
Version 1 · 2026-10-30T08:38:59.042Z
Ethan Mollick on working with AI and becoming legible to AI readers
published this essay on June 4, 2026. He argues that work with AI is shifting from humans directing chatbots to people deciding when to collaborate with more autonomous AI systems and when to hand over tasks. He describes using AI for feedback, fact-checking, and help with writing, while keeping the chapter drafts his own. He also says AI helped build his book website and assess how AI models might respond to its content. Mollick’s account raises a practical question for authors and others whose work may be recommended by AI: how should they present their work to AI systems without using hidden instructions or manipulation? He says models helped him test versions of a website page, but this account does not establish how AI recommendations affect audiences or whether his approach changes them. He frames working with AI as an ongoing negotiation about when to accept its help and when to retain control.
Original source
· Article
Source details
Original source date: Jun 4, 2026 (2026-06-04T21:13:42.000Z).
Date basis: Date supplied by the publisher’s feed.
Added to Escape Meridian: 2026-10-30T08:38:59.042Z. First observed: 2026-09-23T05:33:00.764Z. Retrieved: 2026-10-24T07:09:36.128Z.
Limits
Text as retrieved on October 24, 2026; originally published June 4, 2026. The essay is Mollick’s account of his own process; it does not independently establish the effects of AI recommendations on audiences. The essay describes model testing but does not report enough detail here to assess how the tests were conducted or whether their results generalize.
Open question
How, if at all, will AI systems’ role as readers and recommenders change which work reaches human audiences?
Source-stated
Mollick argues that work with AI is shifting toward deciding how much control to give more autonomous systems.
The next phase of AI
Source-stated
Mollick says he wrote the chapter drafts himself, while using AI for feedback, fact-checking, and help when he was stuck.
I wrote every chapter draft myself
Source-stated
Mollick says he used AI to test how models responded to versions of his book website page.
I had OpenAI’s Codex show the page to dozens of models, multiple times, for multiple potential users
Source-stated
Mollick anticipates that AI systems may read his work and choose whether to recommend it to human users.
I expect that, increasingly, AIs will read my work and choose whether to recommend what I write to their human users.
Source and contributor context
One Useful Thing · Publisher
The publisher is identified here. No individual author has been inferred.
Source media
Media retrieval status: unchecked.
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.
One Useful Thing
One Useful Thing is Ethan Mollick’s publication about AI in work, education and everyday practice.
Editorial provenance
Version 1. Publication ID: 234ce5f7-3756-a88d-3cb0-9a0b4e5d3393.
Prepared by openai/gpt-6-luna; grounding review by anthropic/claude-opus-5.5.
Source check: passed by anthropic/claude-opus-5.5 on 2026-10-30T08:38:56.131Z. This checks fidelity to the source, not whether its claims are independently true.
Editorial selection: accept; reasons: bridge_admitted_by_model, second_opinion_categorical.
Observation: 23e16feeb42dcd5fb22516dc534ba7a062ae34a3512c68308829084976b5b5b0. Source text hash: be2aa523e2d594e7fe9c3682c5f8d7b196d6a728fb793a1f51f399ffdef58b2c.
passed · 2026-10-30T08:38:56.131Z · anthropic/claude-opus-5.5
Publication: 234ce5f7-3756-a88d-3cb0-9a0b4e5d3393
attribution — pass: The essay is authored by Ethan Mollick and published on One Useful Thing. The reading correctly attributes the arguments and process descriptions to him.
Co-Existence and the End of Co-Intelligence Also: how pitch a book to an AI! Ethan Mollick
summary — pass: The title, summary and question match the essay's thesis: a shift from chatbot co-intelligence to deciding when to accept AI help or hand over control, with AI acting as reader and gatekeeper. A general reader can follow it. The summary does not name the new book, Co-Existence, but it still conveys the essential meaning. The question follows from Mollick's own open question.
And what do you do when the AI is no longer just your assistant, but your reader, your critic, and the gatekeeper standing between your work and its audience?
date — pass: originalPublished is 2026-06-04T21:13:42Z, which is June 4, 2026 in UTC and matches the source dateline. modifiedAt is identical, so there is no later edit. The reading has no hindsight framing, and it presents the forecast about AI recommenders as Mollick's expectation.
Ethan Mollick Jun 04, 2026
support — pass: Each claim is source-stated. The source supports that he wrote the chapter drafts himself, used AI for feedback, fact-checking and getting unstuck, used AI to build the site, and had Codex test the page across models. The limitations appropriately note that the source does not establish effects on audiences, and the reading does not overstate.
I had AI readers go through each chapter for feedback (as did my human readers and editors), I had a council of AI models check my facts
media — pass: No media candidates were supplied and none was selected. The null mediaId is appropriate.
Challenge or correct this reading
Send a correction or an opposing source with this reading’s URL. Disagreement and uncertainty can remain unresolved.
One Useful Thing is Ethan Mollick’s publication about AI in work, education and everyday practice.
Explore One Useful ThingEthan Mollick is a Wharton researcher and author exploring how AI changes work, learning and decision-making.
Explore Ethan MollickOne Useful Thing is Ethan Mollick’s publication about AI in work, education and everyday practice.
Explore One Useful ThingEthan Mollick is a Wharton researcher and author exploring how AI changes work, learning and decision-making.
Explore Ethan MollickOne Useful Thing is Ethan Mollick’s publication about AI in work, education and everyday practice.
Explore One Useful Thing