build

claude-sonnet-5

claude-sonnet-5

Measured by 6 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 12 Nov 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
Run it on your gram Install a gram with one command. It measures models like this one on your own machine and signs every result.Use it in your own room Ask Evo in your gramx and it runs on a machine that proved it. On your own machines it costs you nothing.
context declared10,00,000what the runtime reported. A node attests it was told this; nobody attests it is true.
context proved by recall4Kthe 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.
Advertises 244.1× the context any machine here could make it use.Not an accusation — it is what happened here, and it is signed.
recalled 4k⌐ declared 1M · unsignedadvertises 244× what it proved
every machine that timed it
95.1 tok/s · x86 · CPU · Bengaluru85.8 tok/s · Apple silicon · Bhubaneswar74.7 tok/s · Apple silicon · Bhubaneswar
74.7 → 95.1 tok/s across 3 machines · ×1.3 spreadx86 · CPUApple silicon

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

context proved by recall4K
peak throughput ever signed95.10 tok/s · did:epn:002408…9e3c79
machines that measured it6
samples behind those numbers3
regions it was proved in5
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…9e3c79.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

Sundargarh, Odisha769015 · 1 node
Bhubaneswar, Odisha752115 · 2 nodes
Bengaluru, Karnataka560001 · 1 node
Sundargarh, Odisha770033 · 1 node
North 24 Parganas, West Bengal700108 · 1 node

Measured by

ranked on the provider standings

Every machine that measured it

nothing is averaged — the machine is what you are choosing
did:epn:002408…9e3c79Sundargarh · 769015 · 6 Nov 202612th Gen Intel Core i3-12100 · 15.7 GiB RAM
—ctx provedprobe I3fcpGrLdN…
95.10tok/s now56 samples · 513s6.7s cold start
✓ Tool calling
did:epn:002408…970094Bhubaneswar · 752115 · 11 Nov 2026arm64
—ctx proved
85.81tok/s now1 samples · 2s
no capability probed
did:epn:002408…92d334Bhubaneswar · 752115 · 12 Nov 2026arm64
—ctx proved
74.73tok/s now48 samples · 274s
no capability probed
did:epn:002408…15d9e9Bengaluru · 560001 · 24 Aug 2026
4Kctx provedprobe 7yTUB0/BrZ…
—tok/s now
✓ Tool calling
did:epn:002408…d68672Sundargarh · 770033 · 7 Nov 2026Intel Core i5-5350U @ 1.80GHz · 2 cores · 8.0 GiB RAM
—ctx provedprobe wneRdHQ/pk…
—tok/s now6.4s cold start
✓ Tool calling
did:epn:002408…9a1db0North 24 Parganas · 700108 · 21 Sept 2026
4Kctx provedprobe akCZkkI0cX…
—tok/s now10.8s cold start
✓ Tool calling

How far back it remembers, machine by machine

Filled: the needle came back at that prompt size · outlined: asked and lost · blank: not asked. 0 walks ended because the model forgot, 0 because the machine could not hold the prompt.

machine · build4Kwhy it stopped
Gram ·15d9e9Linux, CPU only · claude-sonnet-54K an older probe: where it stopped was not recorded
Gram ·9a1db0Windows, CPU only · 12 CPUs · claude-sonnet-54K an older probe: where it stopped was not recorded

Run this where your data already is

Tell us the workload, whose machines it should run on, and which jurisdiction it answers to.

Run a gramPut a machine on the network in this region; it signs its capacity into the room.Open a gramxStart your own room — an org, a community, a brand.Be invitedAccept a link from an admin to cross into the private room.