Every figure below was measured by a node running the model on real hardware, and signed by that node. There is no column for what a model card claims — because nobody signs a model card.
What we rejected: nothing. Every measurement offered to the network verified against the signature of the node that produced it. One that does not is excluded from every number above. effective_ctx is the length a node PROVED by recall, never the length a model card advertises.
every field verified against the signature of the node that produced it, and re-verifiable by you: each signed figure carries the exact bytes the node signed (signing_payload_b64) and the signature over them, and the ed25519 public key is embedded in node_did. effective_ctx is the context length a node PROVED by recall, never the length a model card advertises. Published 2026-07-28T12:38:01.681Z
Run this where your data already is.
No sales endpoint — three ways in. The model comes to your machines; nothing leaves your walls.