Google's Astra Identifies Sounds from Mel Spectrograms Zero-Shot

Developers found that Google's Astra can identify sounds from mel spectrograms zero-shot, even under lightweight reasoning. Greg Brockman shared the demo, with many arguing the model's true capability ceiling remains far from reached.

2026-09-07 ~ 2026-09-09 · 3 related posts

• Astra identifies sounds from mel spectrograms zero-shot, and users say we've barely scratched the surface — TomLikesRobots · 2026-09-07
• Astra identifies sounds from mel spectrograms zero-shot, users say we haven't scratched its surface — udmrzn · 2026-09-09
• Greg Brockman Shows Astra Identifying Sounds Zero-Shot From Mel Spectrograms — Top_Power5877 · 2026-09-09