/inferences/model/claude-opus-5

claude-opus-5

Measured by 4 nodes on hardware we do not own, and signed by each of them. What machines here actually proved — never what the card claims.

matrix built 26 Oct 2026 · 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
context declared10,00,000what the runtime reported. A node attests it was told this; nobody attests it is true.
context proved by recallnot probedthe largest size at which a machine could still find tokens planted across the whole prompt — start, middle and end, all of which had to come back.
Both numbers are needed to state a gap, and one of them is missing.

Capabilities, measured

Tool callingpassed
The node asked the model to call a function and checked whether it produced a valid call. Passing here is not the same as reasoning correctly over what the tools returned — a smaller model can do the first and fail the second silently.
signed by this network

What machines here proved

peak throughput ever signed32.74 tok/s · did:epn:002408…9e3c79
machines that measured it4
samples behind those numbers1
regions it was proved in4
Every line traces to a node signature.
from the public record · unsigned

What the runtime says about it

context declared10,00,000
the provider's own model metadata, relayed by the CLI; the node attests to what the provider declared, not that it is true. Attested by did:epn:002408…d68672.The only unsigned block on this page. We attest we read these from the runtime — not that they are true. Nobody signs a model card.

Proven across regions

Every machine that measured it

nothing is averaged — the machine is what you are choosing
did:epn:002408…9e3c79Bengaluru · 562130 · 23 Oct 2026
—ctx provedprobe iEmjClgoyh…
32.74tok/s now89 samples · 365s119.8s cold start
✓ Tool calling
did:epn:002408…15d9e9Bengaluru · 560001 · 24 Aug 2026
—ctx provedprobe nDbfK45h7X…
—tok/s now
✓ Tool calling
did:epn:002408…d68672Sundargarh · 770033 · 23 Oct 2026Intel Core i5-5350U @ 1.80GHz · 2 cores · 8.0 GiB RAM
—ctx provedprobe yCzWhsyY9o…
—tok/s now15.1s cold start
✓ Tool calling
did:epn:002408…9a1db0North 24 Parganas · 700108 · 21 Sept 2026
—ctx provedprobe Cq20djdiHm…
—tok/s now13.1s cold start
✓ Tool calling