Yes! We're exploring a TLS based verification system so that the clients can verify that the model and the responses were not tampered with. https://github.com/tlsnotary/tlsn/
I'm currently exploring this. Unlike those solutions, we don't need an attestor at all. Because its a different usecase the client is the attestor and the verifier.
redshift
npub1ft…redsh
2026-10-05 09:06:15 UTC
in reply to nevent1q…9kvv
Author Public Key
npub1ftt05tgku25m2akgvw6v7aqy5ux5mseqcrzy05g26ml43xf74nyqsredshSeen on
wss://relay.damus.ioPublished at
2026-10-05 09:06:15 UTCEvent JSON
{
"id": "26383cbbdc5cb3f64b04d922838d7a9c4d7a7e6cb158424a42dd45acc9459206",
"pubkey": "4ad6fa2d16e2a9b576c863b4cf7404a70d4dc320c0c447d10ad6ff58993eacc8",
"created_at": 1791191175,
"kind": 1,
"tags": [
[
"e",
"0c0de86fbadabbf20930474540abb108bfaf20d8e20499d08fc5add73925d6cd",
"wss://relay.damus.io/",
"root",
"dab6c6065c439b9bafb0b0f1ff5a0c68273bce5c1959a4158ad6a70851f507b6"
],
[
"e",
"3d156aa2b5ceae6cf7eda29be942d06b5c684b17734c1124ff94b81165d6bd26",
"wss://relay.damus.io/",
"",
"d22bcdb1d2505bc060f65a86cd5f20532ec5f3e41c06aea9edac39f6ba76fd6e"
],
[
"e",
"8f9ec067ec9408811bf56b56e7733760034a746508f3a7215fbb7112e8824502",
"wss://relay.damus.io/",
"reply",
"dab6c6065c439b9bafb0b0f1ff5a0c68273bce5c1959a4158ad6a70851f507b6"
],
[
"p",
"8bf629b3d519a0f8a8390137a445c0eb2f5f2b4a8ed71151de898051e8006f13",
"wss://relay.primal.net/"
],
[
"p",
"d22bcdb1d2505bc060f65a86cd5f20532ec5f3e41c06aea9edac39f6ba76fd6e",
"wss://nos.lol/"
],
[
"p",
"dab6c6065c439b9bafb0b0f1ff5a0c68273bce5c1959a4158ad6a70851f507b6",
"wss://nos.lol/"
],
[
"r",
"https://github.com/tlsnotary/tlsn/"
],
[
"client",
"Amethyst"
]
],
"content": "Yes! We're exploring a TLS based verification system so that the clients can verify that the model and the responses were not tampered with. https://github.com/tlsnotary/tlsn/\n\nI'm currently exploring this. Unlike those solutions, we don't need an attestor at all. Because its a different usecase the client is the attestor and the verifier.",
"sig": "0cae22cf1c9c6463438292747a9dbf0a9fd7c129c4b77440da7f2167190e5cb48e1e5e3547207282c68edbaefdac0776bd68e882153c9c98b1a3fcd68f3431be"
}