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MARS

Status — pre-release · in active development

You’ve arrived early.

MARS has not shipped as a product yet. What you’ll see on this site — the architecture, the runtime, the measured numbers — is real, but the product itself is still being built, gate by gate. We’re working on it actively, and we intend to put it in your hands soon.

In the spirit of this project: no promises without receipts. Everything described here is bound to published evidence — including what doesn’t work yet.

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The knowledge plane

Memory that can prove itself

Hyphae stores knowledge the way a ledger stores transactions: content-addressed, versioned, provenance-bound. Named after fungal filaments — a living network that grows without forgetting where anything came from.

Four properties

What makes Hyphae different from a vector database

01

Content-addressed

Every source is identified by the SHA-256 of its content. Citation identity is exact — not “roughly this document”.

02

Immutable snapshots

Facts change; snapshots do not. An answer binds to the exact revision it was verified against, so “the price changed yesterday” is a first-class situation.

03

Retrieval proofs

Results carry proofs that are validated deterministically before any text reaches the model. Unproven evidence is treated as noise.

04

Authorization-scoped

Sources carry visibility scopes and tenant boundaries. Out-of-scope knowledge fails closed — it is not summarized, hinted at, or leaked.

live graph — content-addressed knowledge · SHA-256

Source unit Version snapshot Retrieval proof Visibility scope Live signal

Provenance

Every unit remembers its origin

Ingestion preserves identity end to end. A fact without provenance is not knowledge — it is rumor with formatting.

  • dataset / repository of origin
  • immutable revision
  • row or document identity
  • license
  • original content digest
  • derived chunk digest

The local-first flow

From drag-and-drop to receipt

The first product vertical is deliberately local: your documents, your machine, your control — including the right to remove everything.

  1. Drop your owned documents

  2. Inspect — digest, size, warnings

  3. Commit into local Hyphae

  4. Ask in natural language

  5. Answer arrives with source + receipt

  6. Remove the corpus — verified gone

Removal is content-addressed too: after deletion, the same question returns a governed abstention — proven by the golden-flow test suite.

Verified offline

Proofs that travel

The offline cache re-verifies snapshots and result proofs against a pinned verifier binary before trusting them. Restored knowledge wakes up dormant — never automatically authorized.

Intelligence you can audit.

MARS, HiveMind and Hyphae are being built in the open by Celiums Solutions — local-first, fail-closed, and receipted end to end.

Explore the technology See the use cases