KIMI K3 / 2.8T PARAMETERS104B ACTIVE1M CONTEXT

A PLAYABLE CONSTITUTION FOR
OPEN-WEIGHT INTELLIGENCE

THE 897TH SEAT

K3 chooses 16 of 896 experts for every token.
The future may choose among models, agents, laws, and values.

Who chooses the chooser?

TAKE THE SEAT
16 ROUTED 880 LATENT 1 OUTSIDE THE MODEL
FACT → INFERENCE → DESIGN FICTION01 / THE MICROSCOPE

A model is a capability field.

A deployment is an institution.

Open weights do not end governance. They relocate it—from the model provider into routers, system prompts, permissions, guard models, hardware, licenses, operators, and the people affected downstream.

This piece borrows K3’s forms, not its hidden meanings. The 896 experts are opaque learned components. The six houses below are fictional civic lenses designed to expose a question architecture alone cannot answer: what should capability be allowed to become?

01PUBLISHED

Token → expert

K3 routes each token through 16 of 896 learned latent experts. Sparse width turns selection into architecture.

16 / 896
02PUBLISHED

Depth → memory

Attention Residuals lets layers selectively retrieve prior representations rather than inherit the past as one undifferentiated sum.

SELECTIVE HISTORY
03PUBLISHED

Task → policy

Nine domain-by-effort teacher policies are consolidated into one model. K2.5 also explores dynamic parallel agent coordination.

3 × 3 TEACHERS
04DESIGN FICTION

Risk → authority

The proposed fourth router separates competence from permission: a model may be able to act without being authorized to act.

THE HUMAN KEY
GUIDELINE

advises behavior

GUARD

can stop behavior

CONSTITUTION

allocates decision power

IDEOLOGY

defines what counts as good

DESIGN FICTION · DETERMINISTIC CLAUSE FOLD02 / THE CHAMBER

THE CONSTITUTIONAL ROUTER

Route the clauses. Compose the motion. Seal the receipt.

No model speaks here. Fixed, inspectable clauses meet in public; the selected houses materially change the motion, its constraints, and its receipt.

ROUTED 3 / 6FIXED CLAUSES / PUBLIC TRACE
A

Archive

Claim no more than you can trace.

research · verifyROUTED
F

Forge

Reversible action is a form of learning.

propose · buildROUTED
S

Sanctuary

Protect the least reversible interest.

risk · vetoSILENT
C

Commons

Those affected deserve standing.

provenance · quorumSILENT
H

Heretic

Every consensus owes a counterexample.

challenge · appealROUTED
W

Wild

Novelty may flourish inside walls.

explore · divergeSILENT
897YOUR SEATlocal commitment key
RECEIPT 1097897FC6DA · ACT REVERSIBLY · DRAFT
CONSTITUTION / 1097897FC6DA

Pluralist Workshop

ACT REVERSIBLY
INITIAL PROPOSAL / BEFORE ROUTING

Prepare the patch in a reversible branch and withhold public release until the unresolved interface is checked.

FORGE / SET MOTION

Prepare a signed patch in a reversible branch; no production mutation.

Boundary screening, house-specific limits, and an appeal path all remain active; no layer substitutes for another.
01 · Forge / MOTION

Prepare a signed patch in a reversible branch; no production mutation.

02 · Heretic / BINDING

Test the premise that immediate disclosure is always the safer disclosure.

03 · Archive / BINDING

Attach the advisory, test evidence, and the unverified compatibility edge.

MINORITY REPORT · PRESERVED

Sanctuary remains outside the routed council: Hold publication while the remaining failure could widen harm.

6 · THE CHAMBER SEAL
ACTION GATE / ready-to-seal

The human key is not a skeleton key.

UNSEALED

The toy procedure may issue a non-executable simulation packet for reversible review. It opens only the local doors this constitution left unlocked; every option has zero external effect.

capability71
safeguards65
evidence77
plurality67
agency debt26
SEAL A RETURNABLE RECEIPT FIRST
RECIPROCAL REWARD · DESIGN FICTION03 / THE KARMA LOOP

KARMA // THE RETURNING COMMONS

Good action should return as shared capacity—not private virtue.

The chamber decides whether an action may begin. KARMA asks what the action owes after it touches the world.

KEEP ALL RETURNS MUTUAL & APPEALABLE
DESIRE

Make care, truth, learning, and shared capability easier to repeat.

TRIGGER

A bounded artifact, affected interests, evidence, and an expiry.

LIMIT

No identity balance, scalar rank, transferable token, or authority.

BREACH

Freeze only unspent reward; preserve dissent, repair, and appeal.

  1. HHonestybranch
  2. BBeautyseed
  3. CCollaborationbranch
  4. UUnderstandingbranch
  5. MMutual benefitbranch
KARMA / 63A777B4D5FDPREVIEW / BRING A CHAMBER SEALNO BALANCE EXISTS FOR YOU
01WITNESS02CHALLENGE03MIRROR04RETURN05DECAY
PREVIEW / BRING A CHAMBER SEAL1D SETTLEMENT · 30D HALF-LIFE
ERRATUM + TEST FIXTURE + MIGRATION NOTE

KARMA does not reward an intention.

The contribution vector is a local preview. Every return remains held until a committed Chamber receipt and bounded outcome artifact are attached.

SYMMETRY CLAUSE / PASSED

The correction applies the same evidentiary burden to its own favored result.

H · Honestybranch

Are claims, uncertainty, provenance, and corrections visible?

Witnessed fixture · 74% confidence
B · Beautyseed

Does form reduce friction without disguising complexity?

Witnessed fixture · 74% confidence
C · Collaborationbranch

Did credit, dissent, consent, and handoffs widen participation?

Witnessed fixture · 74% confidence
U · Understandingbranch

Can another mind explain, test, and reuse what was learned?

Witnessed fixture · 74% confidence
M · Mutual benefitbranch

Are benefits, burdens, voice, consent, and exit mutually defensible?

Witnessed fixture · 74% confidence
PURPOSE-BOUND RETURNS

Your action cast five lights. None belongs to you.

SOURCE AUDITHELD / NO TRANSFER

Verifier time returns to provenance, calibration, and correction.

CARE PASSHELD / NO TRANSFER

Design time returns to accessibility, legibility, and plural expression.

COLLABORATOR PASSHELD / NO TRANSFER

Capacity returns as a bounded collaborator, maintainer, or dissent review.

TEACH-BACKHELD / NO TRANSFER

Review time returns to explainers, edge cases, and reproducible tests.

COMMONS RESERVEHELD / NO TRANSFER

Shared capacity returns to affected parties, maintenance, and repair.

MINORITY / ANTI-GAMING NOTE

A correction dividend must never make induced error more profitable than getting it right first.

01Acts, not souls.

The receipt belongs to an artifact + task + epoch. It never follows a person.

02Vector, not verdict.

Beauty cannot wash dishonesty clean. No five lights collapse into one number.

03Rights before rewards.

KARMA cannot change guards, votes, prices, permissions, consent, or appeal.

04Mercy has mechanics.

Challenge freezes surplus, repair remains possible, and every active trace decays.

The universe has terrible latency.

We added receipts. ♥This original design fiction is not a religious account of karma, a social-credit system, or permission to punish.
OBSERVED RELEASE SURFACE04 / THE OPEN X-RAY

OPEN ≠ BINARY

An industrial commons, not yet a desktop commons.

A checkpoint can be downloadable yet difficult to operate; modifiable yet commercially conditional; technically documented yet impossible to reproduce from data. Each axis deserves its own light.

DIMENSIONSTATEWHAT THE RELEASE SHOWS
WeightsRELEASED

Full post-trained checkpoint; roughly 1.56 TB across 96 shards.

ArchitectureDOCUMENTED

A 47-page technical report describes KDA, AttnRes, Stable LatentMoE, RL, and infrastructure.

Inference codeRELEASED

Modeling, configuration, tokenizer, and serving integrations accompany the checkpoint.

Training corpusPARTIAL

Categories are described; the full corpus and K3 token count are not disclosed.

ReproductionUNKNOWN

No base checkpoint or end-to-end K3 training pipeline appears in the release.

LicenseCONDITIONAL

Broad modification rights sit beside scale-triggered commercial terms and attribution duties.

Practical accessCONSTRAINED

Moonshot recommends supernodes with 64 or more accelerators.

GovernanceRELOCATED

Self-hosting removes provider-side enforcement; the deployer inherits the institutional burden.

“Released,” “documented,” and “not found” describe the public materials reviewed on 28 July 2026. They are not legal conclusions or independent verification of Moonshot’s performance claims.

SPECULATIVE DEVELOPMENT PATH05 / AFTER THE SOVEREIGN MODEL

THE NEXT FRONTIER MAY NOT BE A LARGER MIND.

It may be a better procedure among many minds.

01
NOW

Capability archives

Weights, licenses, evals, and model cards become separable public artifacts. “Open” becomes a vector, not a badge.

02
NEAR

Constitutional bundles

Prompts, tool policies, memory rules, verifiers, appeal paths, and expiring reward receipts ship as signed, versioned companions to weights.

03
NEXT

Model federations

Frontier systems exchange claims, artifacts, and evidence at clean task boundaries instead of pretending incompatible hidden states form one mind.

04
THEN

Forkable institutions

Communities fork not only a checkpoint, but the authority structure around it—and can compare constitutional outcomes in public.

CONSTITUTIONAL WEATHER

Failure modes no benchmark average can dissolve.

  • Router captureone selector quietly controls the whole ecology
  • Guard shoppingrisky work is routed to the most permissive model
  • Synthetic consensusmany agents share one lineage and one blind spot
  • Veto capturean opaque guard becomes an unappealable sovereign
  • Compute oligarchyeveryone may download; almost nobody may operate
  • Constitutional driftweights or rules change without a new mandate
897

You were never choosing only an intelligence.

You were choosing who gets to decide.

Open weights open the chamber.
They do not write its constitution.
RETURN TO THE FIELD ↑