Research

Complete results, including the negative ones.

Celiums publishes experiments and technical records with method, evidence, authorship, and limitations beside every claim.

03 / RESEARCH

Evidence should remember its limits, too.

We recover the complete record: method, results, negatives, cost, and scope. Not only the number that looks good.

R / 01

Open archive v1.2.0 / DOI 10.5281/zenodo.20531347 / June 4, 2026

Proprioceptive channels as a perpendicular control axis

RESULT

Under direct conflict, the channel determined output in 264 of 265 frozen-base cases; the effect replicated from scratch on 88.8% of 455 counterfactual pairs.

LIMIT

Toy scale: 110M models and one iteration. It does not demonstrate general capability or validity at scale.

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R / 02

Open preprint v0.2.0 / DOI 10.5281/zenodo.20436643 / June 2, 2026

Hash-chained verbatim quotation for verifiable provenance

RESULT

The quotation-plus-journal layer detected and localized 100% of store-only tampering in the minimal benchmark.

LIMIT

The result is not Hyphae-specific: echo plus journal performed identically. A chain-aware adversary requires an external anchor.

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