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@Hyphae-Research-Foundation

Hyphae Research Foundation

Open research and infrastructure for local, durable, and accountable computation. Foundation in formation.

Hyphae Research Foundation

Systems that remember. Records that hold.

Open research and infrastructure for local, durable, and accountable computation.


Research infrastructure, cultivated in public

Hyphae Research Foundation is the institutional home being formed to steward Hyphae and related open systems research. We build software whose state, boundaries, provenance, and decisions can be examined rather than merely trusted.

The foundation is currently an open-source initiative in formation. It is not yet a separate legal or tax-exempt entity. Celiums Solutions LLC serves as organizer, interim custodian, funder, and operator until incorporation and documented asset transfers are complete, and as incorporator only if formation filings name it. It does not own the future foundation.

Projects

A local-first Rust data engine that unifies SQL, native structures, lexical/vector search, WAL, MVCC, recovery, and verifiable proofs in one binary. Public under Apache-2.0.

A PyTorch framework for identity-initialized residual learning research, with typed hypotheses, staged experiments, explicit budgets, immutable manifests, and reproducible reports. Public under MIT.

A correctness-first CPU inference runtime for supported ternary networks, with exact integer accumulation, model-family gates, bounded RAM compute layouts, and native CLI, C ABI, and HTTP surfaces. Public under Apache-2.0 with vendored and third-party portions retaining their identified licenses.

How we work

  • Local first: useful without a required cloud or external authority.
  • Evidence before headlines: performance and correctness claims carry protocols, source identities, limitations, and retained evidence.
  • Failure is part of the contract: ambiguous input and exhausted budgets are refused rather than guessed.
  • Negative results remain visible: failed approaches and corrected claims stay in the research record.
  • Open means governable: code, decisions, roles, rights, and succession must all be legible.

Contributing

We use conversation-gated contributions:

Discuss → Approve → Build → Review

Do not open a pull request before a maintainer approves a public tracking issue. Early ideas belong in Discussions. Every implementation requires an issue carrying decision:approved, a bounded scope, acceptance criteria, risk classification, and a committed reviewer.

AI-assisted contributions are welcome. Material AI use must be disclosed. The human contributor remains responsible for every line, claim, source, test, and artifact; project-specific review rules determine the required gate.

Read the organization-wide contribution policy before proposing work. Project repositories may add stricter technical, AI, security, and review requirements.

Public record

Current status

Area State
Legal entity In formation; not incorporated
Interim relationship Celiums Solutions LLC: organizer, custodian, funder, and operator; incorporator only if filed
Public software Hyphae; Hyphae Transformer; Hyphae BitNet
Software licenses Apache-2.0 for Hyphae; MIT for Hyphae Transformer; Apache-2.0 plus retained third-party terms for Hyphae BitNet
Narrative documentation CC-BY-SA-4.0 unless otherwise stated
Contribution mechanism DCO 1.1; no copyright assignment
Donations Not accepted by the LLC; fiscal sponsorship required during transition

“Foundation” describes the institution being formed, not a completed legal or tax-exempt status. Project marks and third-party marks are governed separately from open-source licenses.

Popular repositories Loading

  1. hyphae hyphae Public

    Local-first Rust data engine: SQL, native structures, lexical/vector search, WAL, MVCC, recovery, and verifiable proofs in one binary.

    Rust

  2. hyphae-bitnet hyphae-bitnet Public

    Hyphae BitNet Runtime: correctness-first CPU inference for ternary networks

    Python

  3. hyphae-transformer hyphae-transformer Public

    Governed transformer research, frozen-backbone control training, and durable evidence infrastructure

    Python

  4. .github .github Public

    Organization profile, community health files, and contribution defaults for Hyphae Research Foundation.

  5. hyphae-aur hyphae-aur Public

    AUR packaging for Hyphae (hyphae-bin)

    Shell

  6. hytorch hytorch Public

    El medio que falta — typed residual stream training with Hyphae as authority. CUDA/ROCm propose; apply() constitutes; nothing durable without receipts.

    Python

Repositories

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