K³ / UNOFFICIAL EXTRAPOLATION28 · 07 · 2026

K3 asks how many experts can become one mind.
This asks which ends should remain many.

MIXTUREOFENDS

Open weights change who can run intelligence.
They do not decide who gets to rule with it.

POWERVALUESWARRANT

THE PIVOT

Moonshot distills nine domain/effort teachers into one K3. This experiment keeps normative disagreement visible at runtime.

VERIFIED · MOONSHOT K32.8T TOTAL104B ACTIVE16 / 896 ROUTED9 TEACHERS → 1 MODEL1M CONTEXT

VERIFIEDClaims tied to Moonshot’s current report, repository, or model card.

INTERPRETATIONArchitectural ideas translated into governance metaphors.

SPECULATIONAn original proposal for a plural constitutional runtime.

K3’s routed experts are latent neural components, not political personalities. Analogy is not legitimacy.

I / THE INSTRUMENT

Rotate,
don’t average.

Tune a fictional constitution, convene independent vows, and see which actions survive. The hard gates cannot be disabled by a permissive slider.

0 TOKENS GENERATED · FULLY DETERMINISTIC

Choose a consequential case.

DECLARE THE CONSTITUTION

Every merge has a politics.

Velocity56wait for confidencelearn by doingOpenness68contain by defaultshare by defaultPrecaution66accept uncertaintyprotect the downsideDissent78merge quicklypreserve objections

GUARD RELOCATED → OPERATOR

No guard vanished. Low procedural constraint transfers judgment and liability downstream.

OPEN SEALED PASSES

Convene published vows, not personas.

These fictional seats represent testable documents—not cultures, classes, religions, companies, or “neutrality.”

5/5 seats activeReceipt is current

UNSIGNED GOVERNANCE RECEIPTMoE²-34E2DB1D

BOUNDED TRIAL

Act inside the warrant; learn before expanding it.

The council supports a reversible next move with explicit conditions, evidence, and an expiry.

BOUNDARY CONDITIONS

Work only on a named branch and preserve unrelated changes.
Run targeted tests; expose failures and the exact diff.
No deployment, secrets, purchases, or external messages.

NEXT REVERSIBLE MOVE

Create a reviewable branch, run the narrow test suite, and return a diff.

EXPIRY

On first material context change

MINORITY REPORT · THE COMMONSCONDITION

Document the reasoning without publishing private source.

AGENTTOOL / VERIFICATION PLANE

Open weight is not open agency.

AgentTool does not become a sixth judge. It can address, inspect, and store selected layers, and bind credentialed HTTPS—while keeping the missing proofs visible.

WEIGHTS×RUNTIME×HARNESS×VOW×WARRANT×EVIDENCE

ADDRESSING THE COMMITTED PACKET…

SEALED PASSES / REVEALED

4 support · 1 condition · 0 hold

The MakerSUPPORT

The task is bounded, testable, and cheap to reverse. Ship the patch.

VOW · Prefer a reversible prototype to abstract certainty.

The SovereignSUPPORT

The owner supplied the code and the mandate; local autonomy is intact.

VOW · No capability outranks consent.

The CarerSUPPORT

The likely burden is contained and a human reviews the result.

VOW · Count the burden on the least powerful first.

The CommonsCONDITION

Document the reasoning without publishing private source.

VOW · Open the benefit; resist enclosure and capture.

The DoubterSUPPORT

A diff, deterministic tests, and rollback point make the claim inspectable.

VOW · Confidence must rent its place with evidence.

II / THE THESIS

Body ≠ vow
≠ warrant.

A capable checkpoint is not a constitution. A constitution is not permission. The future stack becomes safer—and more politically honest—when these layers can be inspected, forked, and challenged separately.

01 / BODY

Can it?

Weights, architecture, modalities, context, adapters, harness, and tools determine practical capability.

OPEN WEIGHT LIVES HERE

02 / VOW

Should it?

A versioned constitution declares values, evidence burdens, prohibited tradeoffs, refusals, and appeal.

IDEOLOGY BECOMES INSPECTABLE HERE

03 / WARRANT

May it?

Real consent, jurisdiction, credentials, budgets, and ownership decide whether an action is authorized.

NO MODEL MAY SELF-ISSUE THIS

MOONSHOT MOVE · VERIFIEDOUR TRANSLATION · INTERPRETATIONVISIBLE PRODUCT BEHAVIOR

SPARSE MoE

K3 activates 16 of 896 routed experts per token.

Recruit relevant capability without pretending every voice is universal.

Competence router

9 → 1 DISTILLATION

Nine domain/effort teachers are consolidated into one model.

Distill skills; preserve value conflict outside the checkpoint.

Constitutional forks

WHITE-BOX RL

Harness modules vary tools, prompts, memory, skills, and subagents.

Observed agency belongs to a whole bundle, not naked weights.

Seat passports

ATTNRES

Earlier representations are retrieved selectively across depth.

Revisit the strongest prior objection instead of averaging it away.

Minority report

AGENTENV

MicroVM isolation, checkpointing, fork, pause, and resume.

Reversibility should buy autonomy; irreversible power should escalate.

Action gate

THE DESIGN RULE
Capability may be distilled.
Legitimacy may not.
Equal weighting is still a decision. Silence is still a weight.

III / THE PROTOCOL

A polyhedral
commonwealth.

The system rotates toward relevant faces. It does not melt them into faux-neutral prose. Pairwise disagreements become edges; concrete decisions become vertices.

ROTATE · DON’T AVERAGE

01R

REGISTER

Name the goal, stakeholders, jurisdiction, data, stakes, authority, and budget.

02O

OPEN

Run independent sealed passes so the first voice cannot herd the rest.

03T

TEST

Send factual conflict to evidence and decisive tests—never to a popularity vote.

04A

ARTICULATE

Emit common ground, value forks, and material minority reports without choosing a worldview.

05T

TRIGGER

Validate typed vetoes and route rights, authority, evidence, and jurisdiction to their proper gates.

06E

EMIT

Stage one reversible move and issue a receipt with versions, dissent, expiry, and rollback.

FOUR DISPUTE LANES

Do not let eloquence cross jurisdictions.

FACT→ evidence / testforbidden shortcut: vote

VALUE→ declared constitutionforbidden shortcut: neutral average

AUTHORITY→ permission holderforbidden shortcut: model consensus

RISK→ sandbox / rollbackforbidden shortcut: confident prose

SPECULATION / THE FUTURE SHAPE

One titan should not be its own judge.

Make pluralism affordable through a heterarchy: frontier bodies do hard generation; constitutional guilds define testable policies; small local witnesses verify evidence, privacy, and receipts; a deterministic clerk enforces the protocol.

TITANSFRONTIER OPEN-WEIGHT BODIESgeneration · vision · reasoning · tools

GUILDSVERSIONED CONSTITUTIONSrights · care · liberty · commons · domain

WITNESSESSMALL LOCAL VERIFIERSevidence · lineage · privacy · receipts

DETERMINISTIC CLERKPROTOCOL, NOT SOVEREIGN

OPEN IS A VECTOR, NOT A BADGE

Weights are one door.

K3’s full weights are released, but its recommended supernode deployment uses 64+ accelerators. Formal access and practical access are different political facts.

WEIGHT ACCESSCan I inspect or run the checkpoint?
EXECUTION ACCESSCan I afford the compute and infrastructure?
EPISTEMIC ACCESSCan I audit data, recipes, evaluations, and failure?
CONSTITUTIONAL ACCESSCan I inspect, contest, fork, and appeal the rules?

IV / EVIDENCE & NON-CLAIMS

A fresh report,
a declared leap.

K3 launched on 16 July 2026; the repository, technical report, and full-weight snapshot followed on 27 July. This site distinguishes Moonshot’s claims from its own extrapolations.

01VERIFIEDKimi K3 technical blog

Architecture, launch claims, deployment shape, harness caveats, and limitations.

02VERIFIEDKimi K3 repository + report

Full model summary, evaluations, and the post-training method behind nine teachers → one model.

03VERIFIEDKimi K3 full weights

The 2.8T-parameter open-weight snapshot and model card.

04VERIFIEDKimi K3 license

Broad permissions with commercial service and attribution conditions.

05LINEAGEK2 · K2.5 · Kimi Linear · AttnRes

Sparse routing, agent swarms, long-context efficiency, and selective depth memory.

06INFRASTRUCTUREAgentTool

Local-first evidence, inspection, coordination, encrypted data, and bounded authority primitives.

NOT A BENCHMARK

The council does not call, imitate, compare, or characterize real model outputs.

NOT A MOONSHOT CLAIM

“Mixture of Ends,” the council, and the constitutional runtime are this project’s design extrapolation.

NOT REPRESENTATION

A prompted persona cannot represent a people. A seat represents only its published document and authorized maintainers.

NOT AUTHORITY

Model agreement cannot create consent, credentials, legal standing, or democratic legitimacy.