← Demos
// emergency audio detection · FHE encrypted
CKKS · IP0
128-BIT

Detect emergency sounds without ever hearing them.

Upload or record audio — the system converts it into an encrypted embedding and searches against 600+ indexed sound signatures, all without decrypting the query. Sirens, glass breaking, screaming, gunshots — identified in milliseconds, fully encrypted.

1 Pick a sample, record, or drop an audio file
2 Audio is embedded and encrypted (CKKS)
3 Encrypted search matches against the database
4 Results appear with alert level and category
embedding model
audio input
🔴 Emergency
🟡 Alert
🟢 Normal
OR
📂
DROP / CLICK
WAV · MP3 · OGG · FLAC
encryption pipeline
01
YAMNET EMBEDDING (1024-D)
02
FHE ENCRYPTION (CKKS)
03
ENCRYPTED VECTOR SEARCH
threat assessment
awaiting input
top matches
run analysis to see results
search latency (ms)
ciphertext size (bytes)
encrypted clips in DB