Table 6From “Acquisition growth loops need a declared entry event”
What remains human when AI enters a growth loop?
Table 6What remains human when AI enters a growth loop?
| Candidate AI contribution | Human responsibility | Minimum record |
|---|---|---|
| Cluster actions or sources | Confirm meaning, unit, and source boundary. | Event, version, cohort, and reviewer. |
| Flag a possible next entry | Check identity, exclusions, and timing. | Eligibility rule, evidence, and disposition. |
| Suggest a reward or message | Check relationship context, cost, and permission. | Recommendation, override, cost, and rationale. |
| Detect a break in the loop | Validate transfer, acceptance, and value context. | Break type, source record, and next state. |
| Summarize outcomes | Check 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.

From the essay
Growth that compounds
Acquisition growth loops need a declared entry event
An acquisition growth loop is measurable only when action, transfer, eligibility, reward cost, and the next outcome are defined under one boundary.
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