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Table 6From “Acquisition growth loops need a declared entry event”

What remains human when AI enters a growth loop?

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Table 6What remains human when AI enters a growth loop?

Candidate AI contributionHuman responsibilityMinimum record
Cluster actions or sourcesConfirm meaning, unit, and source boundary.Event, version, cohort, and reviewer.
Flag a possible next entryCheck identity, exclusions, and timing.Eligibility rule, evidence, and disposition.
Suggest a reward or messageCheck relationship context, cost, and permission.Recommendation, override, cost, and rationale.
Detect a break in the loopValidate transfer, acceptance, and value context.Break type, source record, and next state.
Summarize outcomesCheck denominator, comparison, and uncertainty.Source records, summary version, and sign-off.

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Source: Table from this essay. Sources and interpretation are given in the article.

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APA 7

Isoglu, S. (2026). What remains human when AI enters a growth loop? [Table]. isoglu.com. https://isoglu.com/insights/exhibits/isoglu-2026-growth-loops-need-a-declared-entry-event-fig06/

BibTeX
@misc{isoglu-2026-growth-loops-need-a-declared-entry-event-fig06,
  author = {Isoglu, Sinan},
  title = {{What remains human when AI enters a growth loop?}},
  year = {2026},
  howpublished = {Table 6, isoglu.com},
  url = {https://isoglu.com/insights/exhibits/isoglu-2026-growth-loops-need-a-declared-entry-event-fig06/},
  note = {From the essay {Acquisition growth loops need a declared entry event}}
}
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    <img src="https://isoglu.com/social/isoglu-2026-growth-loops-need-a-declared-entry-event-fig06.png" alt="Table 6: What remains human when AI enters a growth loop?" width="3200" height="2400">
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  <figcaption>Table 6: What remains human when AI enters a growth loop?. Source: Table from this essay. Sources and interpretation are given in the article. <a href="https://isoglu.com/insights/exhibits/isoglu-2026-growth-loops-need-a-declared-entry-event-fig06/">View exhibit</a>.</figcaption>
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