Opportunity ledger / Dossier O-0141
Dev teams hit a review bottleneck when AI coding agents flood repos with PRs, since existing tools only flag suspicious changes and humans still read every diff.
First seen 2026-07-09 · Last updated 2026-10-13 · Recalculated daily
These observations describe collected samples, not platform-wide prevalence; they cannot establish whether a problem is widespread or accelerating. Collection scope changed on 09-16 and 09-27; monthly counts must not be read as trends.
Post title: what are you all using for ai agent code review right now
so we're small team, 6 devs. we all use claude cod…
The public layer keeps only a minimal excerpt. Open the source for full context.
Post title: Engineers grieve a job that no longer exists
Human can't review AI generated code at this speed. It is impossible. We have already let the reviews go because the majority of engineers are approving changes without truly understanding it.
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What this evidence does not show yet
This dossier already carries first-hand payment evidence. What it still cannot tell you: market size, how reachable these people are, or what it costs to acquire them.
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Scoring summary
Evidence confidence = strength × evidence volume × source diversity × payment × competition × trend × 10. Counts use independent content items; only first-hand pain, current spend, explicit willingness to pay and concrete feature requests affect the score. Repeated posts by one author are discounted. Scoring and status changes follow deterministic rules.
“Payment-backed” means first-hand payment evidence exists in the record. It does not mean the business is worth building. “Fading” is a recency tag shown alongside any evidence level, not a lower level. Read the full methodology.