CLAIM CLASS
Sourced fact
A directly supported value from a model card, technical report, repository, artifact, or vendor specification.
parameter count · context · license · expert topologyPUBLIC METHODOLOGY / V0.1
Confidence is earned.
MOEModels separates what a source says, what a system measured, what the engine calculated, and what remains uncertain.
Corrections update the record without erasing its history.
CLAIM CLASS
Measured evidence
A result produced by an identifiable configuration with raw artifacts and a repeatable methodology.
TTFT · throughput · VRAM peak · routing skewCLAIM CLASS
Calculated estimate
A deterministic output whose inputs, formula, range, and conservative assumptions remain visible.
checkpoint lower bound · usable memory · topology roundingCLAIM CLASS
Inference
A reasoned conclusion derived from incomplete evidence and explicitly separated from sourced or measured claims.
likely bottleneck · deployment risk · validation priorityFIT ENGINE / FIRST PRINCIPLES
The calculation begins with residency.
Fit Check uses exact tensor bytes from a pinned artifact manifest, applies a declared memory reserve, and rounds the result to whole-node topology. Runtime allocations, KV cache, activations, compatibility, throughput, latency, and cost remain unknown until measured.
01
checkpoint_bytes = pinned_manifest_tensor_bytes02
usable_vram_per_gpu = advertised_vram × (1 − reserve_bps / 10,000)03
minimum_gpus = ceil(checkpoint_bytes / usable_vram_per_gpu)04
topology_gpus = ceil(minimum_gpus / gpus_per_node) × gpus_per_nodeCORRECTIONS / GOVERNANCE
Visible uncertainty beats false precision.
01Version every consequential record
The model release, checkpoint, runtime, hardware, methodology, and retrieval date form a single claim context.
02Never silently merge incompatible runs
Quantization, templates, reasoning budgets, hardware, and harness versions can change the meaning of a score.
03Publish ranges before predictions
The first engine favors deterministic memory math and conservative envelopes over uncalibrated throughput claims.
04Keep sponsorship outside ranking
A vendor may support research. It cannot purchase a result, confidence class, or placement.