# Hemanth Asirvatham and Elliott Mokski argue in OpenAI’s The eternal complement that AI may do the boring work [Canonical reading](https://escapemeridian.com/readings/hemanth-asirvatham-and-elliott-mokski-argue-in-openai-s-the-303be087) Published October 1, 2026, Hemanth Asirvatham and Elliott Mokski argue that AI’s lasting value may lie less in producing brilliant ideas than in doing the work needed to carry them out. They call the capacity to execute ideas “institutional intelligence”: the work of institutions, support staff and systems that turn plans into reality. The authors contrast a civilization of depth, where better reasoning and simulations reduce the need for physical experiments, with a civilization of width, where new ideas demand more experiments, resources and coordination. They leave open which path will predominate. In the width scenario, they argue, intelligence’s success in finding worthwhile projects makes building and organizing more consequential. “Almost all machine intelligence would be deployed not to do the brilliant, but to do the boring.” The authors also argue that human curiosity remains important: people may continue to seek understanding, prefer creative over routinized work, and contribute variety. They conclude that the pace of progress depends on whether great minds need more of the world or can do more with less. Their essay presents these futures as possibilities, not settled outcomes. 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 OpenAI · Article Original source date: Oct 1, 2026 (2026-10-01T17:00:00.000Z). Date basis: Date supplied by the publisher’s feed. Added to Escape Meridian: 2026-11-11T04:43:25.203Z. First observed: 2026-10-01T17:29:03.131Z. Retrieved: 2026-11-11T04:23:35.932Z. - [The eternal complement](https://openai.com/index/the-eternal-complement) ## Limits Text as retrieved on November 11, 2026; originally published October 1, 2026. This is an archived copy. The authors describe possible futures and do not establish which will occur. The essay cites research and statistics about productivity and research capacity, but this reading does not independently assess those studies or their measurements. ## Open question How much can future AI reduce the need for physical experiments and coordination, and how much will its new ideas increase that need? ## Source-stated Asirvatham and Mokski argue that AI could make execution less scarce, enabling more people to pursue their own creative projects. > Viewed in this light, the intelligence age begins by complementing human ingenuity, giving more of us the support staff to build ideas of our own. - [Supporting source](https://openai.com/index/the-eternal-complement) ## Source-stated The authors describe two possible futures: one in which intelligence makes progress with less physical infrastructure, and another in which progress requires increasingly extensive experiments and coordination. > The first is a civilization of depth, in which superintelligence surmounts the need for more physical capital and bureaucratic orchestration. The second is a civilization of width - [Supporting source](https://openai.com/index/the-eternal-complement) ## Source-stated In the authors’ width scenario, AI’s capacity to generate ideas could make execution and coordination more important than producing ideas. > If this is so: the superpower of superintelligence might not be its genius. It would instead be its willingness to be the bureaucracy - [Supporting source](https://openai.com/index/the-eternal-complement) ## Source-stated The authors argue that human curiosity retains value, including because people prefer creative work and may contribute variety. > Humans express a preference to be creative instead of routinized, while robots express no such preference. - [Supporting source](https://openai.com/index/the-eternal-complement) ## Source-stated The authors conclude that the pace of progress depends on whether great minds need more of the world or can do more with less. > Our story to come—and the pace of its progress—depend on whether great minds need more of the world, or whether they do more with less. - [Supporting source](https://openai.com/index/the-eternal-complement) ## Source and contributor context OpenAI · 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. ## OpenAI OpenAI develops AI models and products and publishes research, release announcements and evaluations. - [Explore this context](/entities/openai) - [Reference](https://openai.com/news/) ## The World The World is a public radio news program publishing international reporting on politics, society, labor and technology. - [Explore this context](/entities/the-world) - [Reference](https://theworld.org/) ## Editorial provenance Version 1. Publication ID: 87d5cb75-f399-5c6b-62d8-acf1b41abfd4. Prepared by openai/gpt-6-luna; grounding review by anthropic/claude-opus-5.5. Source check: passed by anthropic/claude-opus-5.5 on 2026-11-11T04:38:57.916Z. 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: 1ebd0ad7c0fa36c8210508da165ad79ca76294ab0fecc52d7a95e38570401f65. Source text hash: bfa775aa4268abb8ccb8816d0da4838d30a0d29cbadba194270c9201f53d4f76. ## Revision and source-check history ### Version 1 — 2026-11-11T04:43:25.203Z Published October 1, 2026, Hemanth Asirvatham and Elliott Mokski argue that AI’s lasting value may lie less in producing brilliant ideas than in doing the work needed to carry them out. They call the capacity to execute ideas “institutional intelligence”: the work of institutions, support staff and systems that turn plans into reality. The authors contrast a civilization of depth, where better reasoning and simulations reduce the need for physical experiments, with a civilization of width, where new ideas demand more experiments, resources and coordination. They leave open which path will predominate. In the width scenario, they argue, intelligence’s success in finding worthwhile projects makes building and organizing more consequential. “Almost all machine intelligence would be deployed not to do the brilliant, but to do the boring.” The authors also argue that human curiosity remains important: people may continue to seek understanding, prefer creative over routinized work, and contribute variety. They conclude that the pace of progress depends on whether great minds need more of the world or can do more with less. Their essay presents these futures as possibilities, not settled outcomes. ## Original source OpenAI · Article Original source date: Oct 1, 2026 (2026-10-01T17:00:00.000Z). Date basis: Date supplied by the publisher’s feed. Added to Escape Meridian: 2026-11-11T04:43:25.203Z. First observed: 2026-10-01T17:29:03.131Z. Retrieved: 2026-11-11T04:23:35.932Z. - [The eternal complement](https://openai.com/index/the-eternal-complement) ## Limits Text as retrieved on November 11, 2026; originally published October 1, 2026. This is an archived copy. The authors describe possible futures and do not establish which will occur. The essay cites research and statistics about productivity and research capacity, but this reading does not independently assess those studies or their measurements. ## Open question How much can future AI reduce the need for physical experiments and coordination, and how much will its new ideas increase that need? ## Source-stated Asirvatham and Mokski argue that AI could make execution less scarce, enabling more people to pursue their own creative projects. > Viewed in this light, the intelligence age begins by complementing human ingenuity, giving more of us the support staff to build ideas of our own. - [Supporting source](https://openai.com/index/the-eternal-complement) ## Source-stated The authors describe two possible futures: one in which intelligence makes progress with less physical infrastructure, and another in which progress requires increasingly extensive experiments and coordination. > The first is a civilization of depth, in which superintelligence surmounts the need for more physical capital and bureaucratic orchestration. The second is a civilization of width - [Supporting source](https://openai.com/index/the-eternal-complement) ## Source-stated In the authors’ width scenario, AI’s capacity to generate ideas could make execution and coordination more important than producing ideas. > If this is so: the superpower of superintelligence might not be its genius. It would instead be its willingness to be the bureaucracy - [Supporting source](https://openai.com/index/the-eternal-complement) ## Source-stated The authors argue that human curiosity retains value, including because people prefer creative work and may contribute variety. > Humans express a preference to be creative instead of routinized, while robots express no such preference. - [Supporting source](https://openai.com/index/the-eternal-complement) ## Source-stated The authors conclude that the pace of progress depends on whether great minds need more of the world or can do more with less. > Our story to come—and the pace of its progress—depend on whether great minds need more of the world, or whether they do more with less. - [Supporting source](https://openai.com/index/the-eternal-complement) ## Source and contributor context OpenAI · 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. ## OpenAI OpenAI develops AI models and products and publishes research, release announcements and evaluations. - [Explore this context](/entities/openai) - [Reference](https://openai.com/news/) ## The World The World is a public radio news program publishing international reporting on politics, society, labor and technology. - [Explore this context](/entities/the-world) - [Reference](https://theworld.org/) ## Editorial provenance Version 1. Publication ID: 87d5cb75-f399-5c6b-62d8-acf1b41abfd4. Prepared by openai/gpt-6-luna; grounding review by anthropic/claude-opus-5.5. Source check: passed by anthropic/claude-opus-5.5 on 2026-11-11T04:38:57.916Z. 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: 1ebd0ad7c0fa36c8210508da165ad79ca76294ab0fecc52d7a95e38570401f65. Source text hash: bfa775aa4268abb8ccb8816d0da4838d30a0d29cbadba194270c9201f53d4f76. ### passed — 2026-11-11T04:38:57.916Z — anthropic/claude-opus-5.5 Publication: 87d5cb75-f399-5c6b-62d8-acf1b41abfd4 attribution — pass: The essay is credited to Hemanth Asirvatham and Elliott Mokski on OpenAI's Intelligence Age platform. The reading attributes the arguments to them throughout. Its phrase "OpenAI’s The eternal complement" names the publisher, and the authors' note says the essay reflects their views rather than OpenAI's. This is one argued piece, not a listing. > It reflects our views, not those of OpenAI or our colleagues. summary — pass: The reading opens with the authors' central thesis and defines institutional intelligence in plain terms. It explains the depth and width civilizations and keeps the hedged, open-ended framing. It also keeps the essay's punchline quote and its case for human curiosity. A non-specialist can follow the actor, the terms and the stakes. The title and question fit the essay's central unresolved issue. > Call this institutional intelligence: the uncelebrated intelligence of execution. date — pass: evidence.originalPublished is 2026-10-01T17:00Z, and the reading states October 1, 2026, which matches the UTC day. The reading discloses that this is an archived copy. It uses no later events and no hindsight framing, and it presents the futures as possibilities rather than outcomes. The "Keep reading" items are dated earlier and are not used. support — pass: Each claim matches its excerpt and stays attributed. Claim 1 hedges the source's present-tense statement that AI is already making execution less scarce with "could". That hedge is milder than the source but not contradictory. The width-scenario claim and the human-curiosity claim are directly supported, and no unsupported benefits or costs are added. The modifiedAt value reflects the archive capture, not a substantive edit. > This isn’t a failure of intelligence but rather a consequence of its success. Brighter minds discover more worthwhile projects; more complex projects need more matter to execute. media — pass: No media is selected and no verified media candidates were supplied, so there is no media identity or relevance issue. ## 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/303be087ee96a018c9a03b9cf1abdceaf85eb9dc59eed20ce621cffa3b981b91/references.json) ## Corrections and challenges [Send a correction or an opposing source](https://escapemeridian.com/corrections/) [JSON record](https://escapemeridian.com/readings/hemanth-asirvatham-and-elliott-mokski-argue-in-openai-s-the-303be087.json)