Foundation in formation Interim stewardship: Celiums Solutions LLC Read the status note

Open systems research / Est. 2026

Systems that remember.
Research you can inspect.

We build open infrastructure for durable data, agent memory, and research with a verifiable record. Explore what works today, what we have learned, and where we can build together.

Reviewed on

Hyphae Research Foundation

Hyphae / Agent Memory

Useful context, beyond one session.

Agent Memory gives coding agents a shared local record of decisions, constraints, and reusable knowledge. Recall stays scoped to the project and can carry evidence of the stored snapshot.

Discover Agent Memory
Agent Memory
  1. 01Save useful context
  2. 02Recall by project
  3. 03Verify the record
Hyphae Local data and agent memory

Open software

Four projects. A shared commitment to evidence.

Four open projects connect durable data, observable training, controlled experiments, and CPU inference.

01 / Local data and agent memory

Hyphae

A local data engine and shared memory for coding agents, with retrieval and verifiable records.

Stable 3.0.0
Explore this softwareRust / Apache-2.0
02 / Training instrumentation research

Hytorch

A research prototype that records internal training writes, making them auditable and replayable.

Research prototype / preprint 1.1
Explore this softwareRust + Python / Apache-2.0
03 / Controlled transformer research

Hyphae Transformer

Controlled transformer experiments and bounded controllers over frozen models.

Public alpha 0.2.0
Explore this softwarePython + PyTorch / MIT
04 / Exact ternary CPU inference

Hyphae BitNet

CPU inference for supported ternary models, with exact integer contracts and explicit memory budgets.

Runtime 0.3.2 / release tag v0.3.3
Explore this softwareC/C++ + Python / Apache-2.0

Ecosystem integration

Hyphae Memory for Omarchy

Hyphae Memory brings project memory to the Omarchy desktop through an independently managed local service.

Client 0.2.0 / separate service required
Explore this software

Recent work

Public progress, with its evidence.

Explore the research record
01

2026-09-04 / Release

Hyphae 3.0.0

Expanded SQL, keyspace, and search capabilities; published packages and dedicated-hardware measurements.

02

2026-09-05 / Preprint 1.1

The Missing Medium

Hytorch’s preprint introduces a transactional record of training writes, together with measured limitations.

03

2026-09-12 / Technical report

Factual access and control design

A bilingual report preserves the V5 no-control-match result and defines the next, unexecuted V6 protocol.

Work with us

Bring a question worth investigating.

We welcome research partners, teams exploring a pilot, and sponsors who want to support open infrastructure with a public record of progress.

[email protected]Participate

Institution in formation

Building the conditions for lasting work.

We are forming governance, contribution, and stewardship structures around the projects. Celiums Solutions LLC is the interim organizer and custodian.

Governance