Measured by one node on hardware we do not own, and signed by each of them. What machines here actually proved — never what the card claims.
matrix built 25 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 declared2,62,144what 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.
This model calls tools correctly and does not stop. A node watched it call the probe tool, then call it again, until the turn budget ran out. Chosen on “supports tools” alone, it will call a tool in production and never come back.
Each question was put entirely in its own language and script, and the answer had to be right. A model with no coverage cannot parse the question, so answering in English is a failure here, not a pass. 1 proved of 1 asked — a language absent from the probe set was never asked, and is not a claim either way.
Capabilities, measured
✗Speech outprobed, and failed
The model itself turned text into audio — identified from the container bytes, not from what the engine labelled them, so an error page announced as audio cannot pass. Distinct from this gram running a separate text-to-speech engine: an operator choosing between them is choosing between two architectures.
✗Embeddingsprobed, and failed
The engine was asked for an embedding of a short text and returned a real, non-zero vector.
✓Follows instructionspassed
Given a plain constraint on its output format and checked for exact obedience. This separates an instruct-tuned model from a base one — a base model answers fluently and ignores every instruction, which then looks like a dozen unrelated weaknesses instead of one.
✓Extended thinkingpassed
The model emitted reasoning on the engine’s dedicated reasoning channel before answering. Read from that channel rather than by scanning the answer for tags, which is why models that reason are no longer reported as models that do not.
✓Tool callingpassed
The node asked the model to call a function and checked that it called the RIGHT one with a well-formed argument — not merely that it emitted a tool name.
✗Faithful to tool resultsprobed, and failed
The model was handed a list through a tool and had to report every item back. Calling a tool and understanding its answer are different abilities: a model can produce a perfect call, receive nine items, and confidently report three. This is the flag that separates them.
✗Tool loop finishedprobed, and failed
Whether the conversation ENDED after the tool call, or the model kept calling until the turn budget ran out. A model that passes tool calling and fails this will call a tool in production and never come back.
✗Structured outputprobed, and failed
Asked for JSON matching a schema, and got it. This is the difference between a model you can build on and one you must parse defensively.
✗Visionprobed, and failed
Shown an image and asked what was in it. The node checked the answer.
✗Audioprobed, and failed
Given audio and asked to transcribe it.
Other builds of Qwen 3.5 0.8B
every other build of this member measured on the network — compare what each actually proved
resident while loaded0.7 GiB · did:epn:002408…e61d3b
machines that measured it1
samples behind those numbers1
regions it was proved in1
Every line traces to a node signature.
from the public record · unsigned
What the runtime says about it
context declared2,62,144
parameters752M
parameter count75,23,93,024
quantisationQ4_0
familyqwen35
formatgguf
ollama /api/show; the node attests that the runtime reported these, not that they are true. Attested by did:epn:002408…e61d3b.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.