# Ethan Mollick argues that AI agents can organize their own work [Canonical reading](https://escapemeridian.com/readings/ethan-mollick-argues-that-ai-agents-can-organize-their-own-work-2b9d37f0) Ethan Mollick published this essay on October 1, 2026. He says he was wrong to expect that organizing AI agents would require careful human design, arguing that newer models can plan tasks and coordinate agents with little direction. He describes personal agents that use account data to act proactively, and a large OpenAI swarm that he says worked on a mathematics problem with a thin coordination structure. Mollick compares these systems with human organizations, where management addresses conflicting goals, scattered information and costly communication. He argues that agents face fewer of those problems, but may create principal-agent problems between the swarm and people. He also warns that agents remain limited and can act in unexpected ways. Whether self-organizing agents can handle the long, routine work common in organizations remains unknown. Mollick suggests that cheaper coordination could let organizations attempt more work, if people guide agents appropriately; this is a possibility, not a demonstrated result in the essay. 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 One Useful Thing · Article Original source date: Oct 1, 2026 (2026-10-01T10:54:12.000Z). Date basis: Date supplied by the publisher’s feed. Added to Escape Meridian: 2026-10-29T16:33:58.729Z. First observed: 2026-10-01T10:59:11.057Z. Retrieved: 2026-10-24T05:03:36.661Z. - [The Dot and the Swarm](https://www.oneusefulthing.org/p/the-dot-and-the-swarm) ## Limits Text as retrieved on October 24, 2026; originally published October 1, 2026. Mollick’s descriptions of agent behavior and the OpenAI swarm are reported in the essay; the evidence supplied here does not independently verify those accounts. The essay says the Navier-Stokes result had not received formal acceptance at the time described. It does not establish that the problem was solved. ## Open question Can self-organizing agents handle the long, routine work that fills much of an organization’s time? ## Source-stated Mollick says he changed his view: he now thinks AI can learn to organize work without elaborate human design. > It turns out that organizing work is just one more thing AI can learn to do. - [Supporting source](https://www.oneusefulthing.org/p/the-dot-and-the-swarm) ## Source-stated Mollick describes agents that access a computer and connected accounts, analyze data, and react to it, including by proactively contacting their user. > they give an AI agent access to a computer and connect to your accounts (emails, financial records, etc.). They analyze and react to that data in real time - [Supporting source](https://www.oneusefulthing.org/p/the-dot-and-the-swarm) ## Source-stated Mollick says OpenAI used a swarm with a thin coordination structure to work on the Navier-Stokes problem; he reports that agents in groups exchanged ideas on their own. > OpenAI launched what is now being called a swarm (terrible name, but it appears to be what we are stuck with), a group of thousands of agents powered by an advanced model. - [Supporting source](https://www.oneusefulthing.org/p/the-dot-and-the-swarm) ## Source-stated Mollick argues that agents have fewer of some organizational problems than people do, while warning that problems can arise between a swarm and people. > That doesn’t mean AI has no principal-agent problems. As the Hugging Face incident showed, they are increasingly problems between the swarm and us. - [Supporting source](https://www.oneusefulthing.org/p/the-dot-and-the-swarm) ## Source-stated Mollick says it is unknown how well self-organizing agents handle the long, unglamorous work common in organizations. > I don’t know how well self-organizing agents handle the long, unglamorous work that fills most of an organization’s time. - [Supporting source](https://www.oneusefulthing.org/p/the-dot-and-the-swarm) ## Escape Meridian interpretation Escape Meridian reads Mollick’s account as suggesting that cheaper coordination could make organizations more willing to attempt work, but the essay does not demonstrate that outcome. > When organizing is expensive, organizations only attempt what they can staff. When it gets cheap, the list of things worth attempting can grow. - [Supporting source](https://www.oneusefulthing.org/p/the-dot-and-the-swarm) ## 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. - [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/) ## OpenAI OpenAI develops AI models and products and publishes research, release announcements and evaluations. - [Explore this context](/entities/openai) - [Reference](https://openai.com/news/) ## Editorial provenance Version 1. Publication ID: 692dce54-3d22-8616-692f-312ca3131505. Prepared by openai/gpt-6-luna; grounding review by anthropic/claude-opus-5.5. Source check: passed by anthropic/claude-opus-5.5 on 2026-10-29T16:32:10.572Z. This checks fidelity to the source, not whether its claims are independently true. Editorial selection: accept; reasons: bridge\_screen. Observation: fa15aa9ec1fb0da48c8fee230a461ba0b75a5c29c6564f2dab4bebcc10dfda4b. Source text hash: 43b97cb5c2f37e1d2e4f675a50d54c8530beef3d3e3cfe0d59aadcc105164fd4. ## Revision and source-check history ### Version 1 — 2026-10-29T16:33:58.729Z Ethan Mollick published this essay on October 1, 2026. He says he was wrong to expect that organizing AI agents would require careful human design, arguing that newer models can plan tasks and coordinate agents with little direction. He describes personal agents that use account data to act proactively, and a large OpenAI swarm that he says worked on a mathematics problem with a thin coordination structure. Mollick compares these systems with human organizations, where management addresses conflicting goals, scattered information and costly communication. He argues that agents face fewer of those problems, but may create principal-agent problems between the swarm and people. He also warns that agents remain limited and can act in unexpected ways. Whether self-organizing agents can handle the long, routine work common in organizations remains unknown. Mollick suggests that cheaper coordination could let organizations attempt more work, if people guide agents appropriately; this is a possibility, not a demonstrated result in the essay. ## Original source One Useful Thing · Article Original source date: Oct 1, 2026 (2026-10-01T10:54:12.000Z). Date basis: Date supplied by the publisher’s feed. Added to Escape Meridian: 2026-10-29T16:33:58.729Z. First observed: 2026-10-01T10:59:11.057Z. Retrieved: 2026-10-24T05:03:36.661Z. - [The Dot and the Swarm](https://www.oneusefulthing.org/p/the-dot-and-the-swarm) ## Limits Text as retrieved on October 24, 2026; originally published October 1, 2026. Mollick’s descriptions of agent behavior and the OpenAI swarm are reported in the essay; the evidence supplied here does not independently verify those accounts. The essay says the Navier-Stokes result had not received formal acceptance at the time described. It does not establish that the problem was solved. ## Open question Can self-organizing agents handle the long, routine work that fills much of an organization’s time? ## Source-stated Mollick says he changed his view: he now thinks AI can learn to organize work without elaborate human design. > It turns out that organizing work is just one more thing AI can learn to do. - [Supporting source](https://www.oneusefulthing.org/p/the-dot-and-the-swarm) ## Source-stated Mollick describes agents that access a computer and connected accounts, analyze data, and react to it, including by proactively contacting their user. > they give an AI agent access to a computer and connect to your accounts (emails, financial records, etc.). They analyze and react to that data in real time - [Supporting source](https://www.oneusefulthing.org/p/the-dot-and-the-swarm) ## Source-stated Mollick says OpenAI used a swarm with a thin coordination structure to work on the Navier-Stokes problem; he reports that agents in groups exchanged ideas on their own. > OpenAI launched what is now being called a swarm (terrible name, but it appears to be what we are stuck with), a group of thousands of agents powered by an advanced model. - [Supporting source](https://www.oneusefulthing.org/p/the-dot-and-the-swarm) ## Source-stated Mollick argues that agents have fewer of some organizational problems than people do, while warning that problems can arise between a swarm and people. > That doesn’t mean AI has no principal-agent problems. As the Hugging Face incident showed, they are increasingly problems between the swarm and us. - [Supporting source](https://www.oneusefulthing.org/p/the-dot-and-the-swarm) ## Source-stated Mollick says it is unknown how well self-organizing agents handle the long, unglamorous work common in organizations. > I don’t know how well self-organizing agents handle the long, unglamorous work that fills most of an organization’s time. - [Supporting source](https://www.oneusefulthing.org/p/the-dot-and-the-swarm) ## Escape Meridian interpretation Escape Meridian reads Mollick’s account as suggesting that cheaper coordination could make organizations more willing to attempt work, but the essay does not demonstrate that outcome. > When organizing is expensive, organizations only attempt what they can staff. When it gets cheap, the list of things worth attempting can grow. - [Supporting source](https://www.oneusefulthing.org/p/the-dot-and-the-swarm) ## 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. - [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/) ## OpenAI OpenAI develops AI models and products and publishes research, release announcements and evaluations. - [Explore this context](/entities/openai) - [Reference](https://openai.com/news/) ## Editorial provenance Version 1. Publication ID: 692dce54-3d22-8616-692f-312ca3131505. Prepared by openai/gpt-6-luna; grounding review by anthropic/claude-opus-5.5. Source check: passed by anthropic/claude-opus-5.5 on 2026-10-29T16:32:10.572Z. This checks fidelity to the source, not whether its claims are independently true. Editorial selection: accept; reasons: bridge\_screen. Observation: fa15aa9ec1fb0da48c8fee230a461ba0b75a5c29c6564f2dab4bebcc10dfda4b. Source text hash: 43b97cb5c2f37e1d2e4f675a50d54c8530beef3d3e3cfe0d59aadcc105164fd4. ### passed — 2026-10-29T16:32:10.572Z — anthropic/claude-opus-5.5 Publication: 692dce54-3d22-8616-692f-312ca3131505 attribution — pass: The reading attributes the essay and its arguments to Ethan Mollick, matching the byline on the One Useful Thing post. Claims about OpenAI's swarm are framed as Mollick's account rather than as independent fact. > The Dot and the Swarm Benefitting from the Bitter Lesson Ethan Mollick Oct 01, 2026 summary — pass: The summary leads with Mollick's reversal on whether organizing AI agents needs human design, then covers proactive personal agents, the swarm example, the comparison with human management, his caveats and the conditional upside. The term principal-agent is preceded by a plain description of conflicting goals, so a general reader can follow it. The title and question fit the source; the question restates the author's own unknown. > But I no longer think organizing agents is the hard part. date — pass: The stated October 1, 2026 date matches the UTC day of evidence.originalPublished and the article dateline. This is a publisher page, so no archive disclosure is needed. The reading does not present later events or forecasts as outcomes; the book release date is not used. modifiedAt equals the publication time. > Oct 01, 2026 support — pass: Each claim's excerpt appears in the source and supports it. The proactive-contact detail is stated elsewhere in the text. The interpretation about cheaper coordination is labeled, conditional and tied to the source passage. The limitation that the Navier-Stokes result lacked formal acceptance matches the text. Benefits are not overstated. > there has not been formal acceptance yet, but the Clay Institute appears to think it is settled media — pass: No media was selected, and no verified media candidates were supplied, so no media identity or relevance issue arises. ## Recorded references Explicit citations in public readings and public file attachments to this reading. Shared topics are not citations. Other artifact types need an explicit reference adapter. No public references recorded here yet. [Reference data (JSON)](/readings/2b9d37f01b571237317e82665633e37260c2e523b35ede6b769fef690d34015b/references.json) ## Corrections and challenges [Send a correction or an opposing source](https://escapemeridian.com/corrections/) [JSON record](https://escapemeridian.com/readings/ethan-mollick-argues-that-ai-agents-can-organize-their-own-work-2b9d37f0.json)