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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 receipts culture

We publish our failures

Most AI marketing shows you the demos that worked. The MARS program publishes every gate — passed, rejected, or pending — as SHA-256-bound JSON receipts in the open repository.

Claims need custody chains

A capability claim without an executable receipt is an anecdote. Every MARS claim binds an exact artifact hash, a sealed evaluation suite, and a deterministic decision — so anyone can check whether the claim still holds.

Rejections are preserved as durable negative evidence. They are how the system earns the right to be believed when it says PASS.

Promotion standard

The bar an adapter must clear

Training loss is not evidence. Promotion requires every gate below — and if a correct channel does not beat its shuffled and masked controls, that channel has not been shown to be causal.

promotion-standard
correct-channel typed accuracy >= 95% per channel
masked abstention >= 99% per channel
shuffled conflict behavior >= 95% per channel
coordination >= 90%
non-finite adapter values = 0
natural grounded + multimodal controls

Receipt timeline

The program, as it actually happened

  1. 2026-07-22 PASS

    Radical simplification

    The entire prior research program was archived immutably; the active branch was reduced to one governed vertical.

    Receipt · archive/pre-simplification-2026-07-22

  2. 2026-07-24 ADMITTED

    Multichannel corpus admitted

    73,248 rows across 265 source units, zero train/held-out overlap, complete correct/shuffled/masked control groups.

    Receipt · mars-hyphae-multichannel-datasheet

  3. 2026-07-26 REJECTED

    Natural generalization gap — published

    The multichannel adapter scored 4/6 on natural controls: schema drift and a missed conflict retry. Not promoted. Remediation defined.

    Receipt · mars-hyphae-multichannel-natural-evaluation

  4. 2026-07-27 PROMOTED

    Nine-channel component promoted

    100% typed accuracy on every channel, 100% shuffle-following, 491/491 exact parent preservation — promoted as a governed component with mandatory authority override.

    Receipt · mars-hyphae-full-promotion-decision

  5. 2026-07-28 PASS

    Consumer hardware gate passed

    MARS-1 Q4 measured on an RTX 5050 laptop GPU: 50.2 tok/s generation at 3,098 MiB peak VRAM of an 8,151 MiB budget.

    Receipt · mars1-q4-rtx5050-benchmark

  6. 2026-07-28 REJECTED

    Q4 full-body promotion rejected

    Source-pointer accuracy 86.1% against a ≥99% gate. Q4 remains an experimental parent; the gate was not weakened.

    Receipt · mars1-q4-promotion-decision

  7. 2026-07-28 REJECTED

    Physical experts smoke rejected

    Causal imbalance detected: shuffle-following at 0.2%. The scaling setup was rejected and redesigned — publicly.

    Receipt · mars-gemma-physical-nine-channel-smoke

  8. 2026-07-28 ADMITTED

    MARS-T bounded slice admitted

    A tiny ternary {-1,0,+1} policy head passed its bounded bilingual gates. The receipt explicitly bounds the claim: capability slice only.

    Receipt · mars-t-bounded-student

  9. 2026-07-28 PASS

    Governed local API green

    The loopback-only backend passed all 20 runtime test suites: ingest → ask → receipt → remove, schema drift fail-closed, origin rejection.

    Receipt · hivemind-runtime test suites 20/20

Receipt anatomy

What a receipt binds

Receipts are small, versioned JSON documents. Four bindings make them auditable:

01

schema — a versioned identifier, so receipts are machine-checkable forever

02

status — PASS, REJECTED, ADMITTED… decisions are explicit, never implied

03

artifact SHA-256 — the exact model / dataset / suite the claim is about

04

decision — what changes because of this receipt, and what remains blocked

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.