Celiums / Original systems / An open future
A system changes. Its history does not disappear.
01 / THE NEXT CHAPTER
Hyphae Research Foundation
Software can begin with one person. Its future should have room for many.
We are building a home for open infrastructure, research, and the people who carry it forward. Hyphae Research Foundation brings that work into a shared public record — with ways to contribute, collaborate, and help it last.
Hyphae Research Foundation is an initiative in formation. Celiums Solutions, LLC is its organizer, interim custodian, funder, and operator.
Source, releases, and the freedom to build.
Methods, results, and the limits that matter.
Contributions, collaboration, and lasting stewardship.
02 / HYPHAE
Hyphae brings local data and durable agent memory into one Rust engine.
Keep decisions and useful knowledge across sessions. Query structured data and search the same durable record, with transactions, recovery, and verification built into the foundation.
3.0.0 / Stable / Apache-2.0
The project keeps its data local.
Decision / Project contextA decision becomes useful context.
The next session starts with a record.
Inspect where the recalled record came from.
03 / RESEARCH
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
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.
Toy scale: 110M models and one iteration. It does not demonstrate general capability or validity at scale.
R / 02
Open preprint v0.2.0 / DOI 10.5281/zenodo.20436643 / June 2, 2026
The quotation-plus-journal layer detected and localized 100% of store-only tampering in the minimal benchmark.
The result is not Hyphae-specific: echo plus journal performed identically. A chain-aware adversary requires an external anchor.
CELIUMS / THE WORK CONTINUES
