Five phases to certification
Each phase hardens the loop before widening it: first prove the test is ungameable with known models, then open the door to custom stacks, then scale the test itself until it becomes the certification layer the market is missing.
Open-Weight Benchmarking
Pilots fly standard open-weight models (7B–70B) with configurable inference settings. This phase validates the entire loop: PRISM bundle forging, blind-anchor shipping, CALIBER scoring, and quality-squared emissions.
Custom Serving Pipelines
Pilots ship their own inference stacks: quantization schemes, custom kernels, distilled and fine-tuned models. Code runs in sandboxed containers, and correctness is proven by replay — never by the author's word.
Multimodal & Agentic Evals
Bundles expand beyond text: vision, audio and tool-use sorties. CALIBER gains modality-specific rubric scoring, and agent trajectories are graded on outcomes, not intentions.
Consensus Judge
The strongest pilot models are ensembled into an evaluator that grades incoming bundle items before they enter PRISM. Evaluation quality scales with the network that feeds it.
The RHAURUM Seal
A certification API for enterprise procurement: live, blind-evaluated quality scores, sealed audit trails, and versioned model fingerprints. Buying a model becomes like buying anything else that is certified — you can check the label against the record.
After the seal
RAG & Retrieval Evals
Sorties that grade grounded answers against sealed document sets — quality for the systems enterprises actually ship.
Edge Inference
Benchmarks for quantized models on real edge hardware profiles: latency, memory, and quality measured together.
RL Policy Safety
Adversarial bundles that probe refusal boundaries and jailbreak resistance under the same blind, replayable rules.
The full architecture, scored
CALIBER formulas, blind-anchor entropy, emissions math — all in the whitepaper.
READ THE WHITEPAPER →