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NTSB pulls docket after AI recreates dead pilots' voices

https://arstechnica.com/ai/2026/05/ai-users-re-create-dead-pilots-voices-from-crash-investigation-docs/
18•Lihh27•1h ago

Comments

superkuh•46m ago
Like Scott Manley says, going from a frequency domain image representation to a time domain sound file is something that is extremely old and does not and has not required AI the last 50 years. It's just that they vibe coded the extremely old, extremely normal algorithmic solution. AI did not recreate the dead pilots voice, it just made data preparation and coding a bit less work.

It's almost certain you've used software or seen/heard software output today that transformed between frequency domain and time domain. It's ubiquitous.

gnerd00•40m ago
you are correct - I coded this in the late 1980s with digital sound domain experts
15155•25m ago
FFTs are found in every nook and cranny of modern communications and computing.
akamaka•19m ago
It says in the article that the creator used OpenAI Codex, presumably because the spectrogram image wouldn’t have enough resolution by itself.
okeuro49•39m ago
Why did they need the spectrogram?
petercooper•27m ago
I'm only an ardent viewer of crash investigation stuff, not a pro, but it seems to be a good way to show specifics of warning noises, engine sounds, unusual cabin noises (if relevant) and sometimes even structural failures happening over time in a more direct way from the cockpit voice recorder without sharing the actual "audio".
sokoloff•25m ago
Where else would they get sounds from inside the cockpit that weren’t transmitted on the radio?
maxlin•35m ago
Not everything is AI, they provided the spectogram. Even a trained eye can read one, especially if context is provided.
akamaka•18m ago
The article quotes the creator saying he used AI
maxlin•7m ago
Having the title be what it is is like saying a note-taking app is AI-powered if you used Claude to create it.
fn-mote•7m ago
Grisly, but I’m against restrictions on releasing what should be public information. Even if they came from the 1990s.

These knee-jerk reactions, creating special case rules, really seem like a negative to me.

Just wait for a ban on posting dash cam or police body cam recordings.

RevEng•6m ago
A spectrogram is literally the same audio, just transformed through a Fourier transform. That transform has a trivial inverse. The spectrogram isn't perfect - the visual representation is low resolution and the phase information is missing - but it's plenty enough to at least figure out what was said. There's nothing surprising that this is possible, only disappointing that whoever published the article didn't realize it.

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NTSB pulls docket after AI recreates dead pilots' voices

https://arstechnica.com/ai/2026/05/ai-users-re-create-dead-pilots-voices-from-crash-investigation...
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