We test Hive primitives head to head against published SOTA rivals, score them on real datasets, and sign every result with cryptography. No marketing screenshots. Just receipts.
Protected or Pending by Hive ColonyIP
Corpus-tested across four enterprise CASB and agent workload types. Numbers are measured, not modeled. Invariant recall clears the 99.5% bar required for court-admissible receipts. Amber = preliminary; signed receipt on every run.
| Workload | v1 Baseline | v5 Registry+Neural | Multiplier |
|---|---|---|---|
| Enterprise CASB / policy prompts | 1.04x | 9.15x | 8.8x lift |
| Verbose / filler-heavy prompts | 1.14x | 5.09x | 4.5x lift |
| RAG repetitive context | 1.58x | 3.41x | 2.2x lift |
| Overall mean | ~1.2x | 5.49x | 4.6x lift |
Corpus results come from production workload testing. This is not a head-to-head SOTA benchmark. See the signed benchmark cards below for peer-reviewed comparisons against rivals. smshPQMax product page →
Every record below is a signed Ed25519 receipt from hivemorph. Click any card for the full methodology.
Inference primitives: production workloads with paying customers
Other primitives: trust infrastructure
Voice primitives: STT/TTS compression and tamper detection
Four non-negotiable rules applied uniformly across every primitive, every adversary, every dataset.
We do not compare against straw men. Adversaries are the highest-citation published baseline for each task: LLMLingua-2 for compression, NIST FIPS-204 for signatures, Llama-Guard for safety, self-consistency CoT for reasoning, DSPy for prompt compilation, Constitutional AI for factuality.
Hive v2 primitives are ensembles. Each one includes the SOTA rival itself as one candidate, plus 3 to 4 Hive-specific strategies. A quality check picks the winner for each input. That setup means the ensemble can never lose to the rival alone.
We commit to the dataset, sample size, metric, and decision criteria before running the benchmark. Pre-registration is published at github.com/srotzin/xcalibur-evaluation.
Every result line, every paired t-statistic, every Cohen's d is committed in a signed Ed25519 receipt.
Receipts are queryable at /v1/trust/benchmarks on receipts.thehiveryiq.com.
Change any field and the signature breaks. There are no editable marketing slides.
Every benchmark record carries one of three statuses. Status is computed from the data, not editorially assigned.
Every record is public. You do not need an account or an API key.
curl -sS https://receipts.thehiveryiq.com/v1/trust/benchmarks/{record_id}
Every field is signed. Re-derive the signature against the record's pubkey_hex.
If you can verify it, the record is authentic.
Hive primitives are Patent Pending. Provisional patents filed. The methodology, benchmarks, and receipts are open. The cryptographic primitives are protected.
Hive ColonyIP →