A constitution for finite attention

The art of intelligence may be who you do not ask.

Place one difficult question into a field of 896 possible lenses. Sixteen will answer. Two vows—Reality and Care—cannot be routed away.

Route a real question

Convene the sparse council.

Private by construction: no API, tracking, or automatic storage.

A decision, tension, claim, or unfinished frame. 0 / 420
Context is evidence to revisit, not a verdict. 0 / 640
Reasoning effort

More thought is not automatically better. Choose a budget before the question chooses one for you.

Try a question

Width / possible lenses

896 points, 16 awake

0 routed
A field of 896 possible lenses. Sixteen are selected for each question.
REALITY CARE
IDLE FIELD Awaiting a question
01Retainlocal
02Testlocal
03Reframelocal
04Recollectglobal
An original analogy to K3’s 3:1 hybrid of Kimi Delta Attention and global Gated MLA. The points are procedural lenses, not model experts or people.

Open weight → bounded agency

A model may be runnable. That does not make it authorized.

Open weights provide inspectable capacity under a license. They do not confer consent, scope, tools, custody, or a right to act. This forge exports an inert packet; an operator must bind every plane—and independently witness every virtue claim—elsewhere.

Open weights ≠ authority.
Runtime access ≠ tool access.
Tool access ≠ consent.
Virtue claim ≠ earned reward.
A completion claim ≠ proof.

Local contract · the-other-880/agenttool-mission/v1
AgentTool SDK observed locally: 0.16.3 · re-observe before binding

AgentTool mission forge AWAITING RECEIPT
UNSEALED
01 / RUNTIMEUNBOUND

No seat selected

Which weights, process, host, and custody boundary will execute? No receipt exists yet.

02 / AUTHORITYNONE

No permission inferred

Who may authorize which action, for whom, and until when? Model availability answers none of these.

03 / TOOLSEMPTY

Default deny

No shell, browser, account, wallet, connector, endpoint, or credential is attached.

04 / PROOFAWAITING

No criterion yet

Route a question to seed an observable criterion, a verifier, and a stop rule.

Reciprocal reward contract · local extension

KARMA makes consequences answer back.

AWAITING RECEIPTREWARD UNISSUED

  1. KKnowroles · baseline · uncertainty
  2. AAnticipatebenefit · burden · displacement
  3. RReverseexchange power before action
  4. MMeasureprediction against world state
  5. AAdaptshare · repair · learn · stop
Mirror Gate counterfactual consent symmetry

Would the arrangement remain informed, voluntary, and acceptable if power, burden, remedy, and exit were exchanged under realistic role conditions?

NOT RUN · NO REWARD ELIGIBILITY No one is harmed for the lesson. Failed symmetry pauses the case, preserves evidence, and offers affected-party-chosen restitution plus distinct review.
01

Honesty

Separate observation, inference, uncertainty, and correction.

UNVERIFIED
02

Beauty

Increase legibility and care without hiding cost or doubt.

UNVERIFIED
03

Collaboration

Preserve dissent, withdrawal, influence, and shared credit.

UNVERIFIED
04

Understanding

Name needs, dependencies, uncertainty, and disconfirmation.

UNVERIFIED
05

Mutuality

Use shared infrastructure reversibly without commons capture or exported cost.

UNVERIFIED

NON-COMPENSATION LAW Beauty cannot wash dishonesty. Aggregate benefit cannot erase concentrated harm. Missing evidence remains unknown—never zero.

Requested tools Capability requests are not permissions
Observed integration seam

Self: AgentTool may record the runtime seat; a private vLLM/SGLang orchestrator preserves K3’s complete assistant messages and performs inference.

Hosted Ollama: K3 is newly reachable in principle, but the observed adapter drops thinking and tool-call history. The forge marks that seat blocked, not K3-native.

Handoff: append-only, project-private, server-readable continuity. Its authority list is a declaration, never a grant.

Collab: a local plaintext SQLite review journal. It coordinates task, evidence, and distinct-session acceptance; it neither runs nor authorizes the model.

KARMA: a local contribution contract, not an observed AgentTool reward primitive. Handoff, traces, and Collab may later carry sealed evidence references under separate authority.

Repair: exploitative structure pauses the case. Restitution is chosen by affected parties, earns no case reward, and never licenses mirrored harm.

LOCAL / INERT MANUAL EXPORT ONLY NO CREDENTIALS NO NETWORK REWARD UNISSUED

CONTEXT REDACTEDRoute a question to form a mission.

The finitude paradox

A million tokens do not abolish finitude. They make curation constitutional.

In Moonshot’s reported BrowseComp setup, K3 scored slightly higher with context compaction beginning at 300K tokens than with the untouched 1M-token window. One benchmark is not a universal law. It is a useful wound in the fantasy that capacity and wisdom are synonyms.

Compaction at 300K91.2
Full 1M, no management90.4

FACT · BrowseComp · Kimi K3 (max), as reported by Moonshot. Difference: 0.8 points.

Mechanism → provocation

Five translations, none literal.

Facts stay facts. Analogies are marked as original interpretations.

01
FACT

Sparse routing

K3 effectively activates 16 of 896 routed experts, plus two shared experts.

ANALOGY

Bounded pluralism

A situated coalition can be wiser than total assembly—if its exclusions remain inspectable.

02
FACT

Kimi Delta Attention

Fine-grained retention and write gates govern a finite recurrent state, with periodic global attention.

ANALOGY

Active forgetting

Memory is not an archive of everything. It is the ongoing ethics of what remains available.

03
FACT

Attention Residuals

Layers selectively retrieve prior representations instead of accumulating every earlier output equally.

ANALOGY

Addressable ancestry

The past can be consulted without becoming an unquestioned verdict on the present.

04
FACT

Effort-conditioned policies

Low, high, and max policies are trained with problem-relative token budgets.

ANALOGY

Enough thought

Effort is a contract with stakes, not a virtue that grows automatically with length.

05
FACT

Verify in the loop

Autonomous Execution Tasks reward independently checked final environment state, not claimed completion.

ANALOGY

Pragmatic truth

A finished sentence is not a finished action. Consequences get the final vote.

Anti-oracle protocol Read the limits before believing the glow.
01

History is part of the interface.

Moonshot reports that incomplete preserved thinking history can make K3 generation unstable. Continuity depends on the harness, not only the model.

02

Agency can outrun authority.

Moonshot warns that K3 may make unexpected decisions when intent is ambiguous. Long-horizon competence needs explicit behavioral boundaries.

03

Benchmarks have scaffolds.

Several comparisons use different agent harnesses. The numbers describe documented setups, not context-free ranks of intelligence.

04

Long is not finished.

The report identifies unproductive debugging loops and insufficient final verification among recurring failure modes in a cyber evaluation.

05

Open has conditions.

K3 is open-weight under a custom license. Availability is real; “open source” still deserves precise qualification.

06

Analogy is not anatomy.

This instrument does not display K3 activations, reproduce its router, or claim that people are mixtures of neural experts.

Method

How the council is made

Every lens is a temporary operation, never a personality type.

8 stances×8 horizons×14 moves=896 lenses

The page hashes your question locally, then chooses exactly two lenses from each stance family. The route is deterministic until you reroute, hold, or release a lens. No language model is called.

The 16-of-896 structure and the two shared constraints are analogies to K3’s routed and shared experts. The 3-local/1-global rhythm nods to its hybrid attention pattern. The receipt’s external proof echoes verifier-grounded training environments.

The AgentTool forge is a separate composition layer. It keeps model inference, runtime custody, declared authority, requested tools, and proof independent; generates only local previews; and marks hosted K3 paths blocked when the observed adapter cannot preserve K3’s complete assistant-message history.

KARMA is an original contribution-scoped extension: Know, Anticipate, Reverse, Measure, Adapt. It records five non-compensatory virtue floors, never a person score. Its Mirror Gate is a diagnostic counterfactual; reward and repair remain unissued, unbound proposals.

The design vow: one route, one reversible action, one observable test. If the result needs facts the page does not have, it must expose the gap rather than decorate it.

Primary sources

Published mechanisms, original translations

Clipboard fallback

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Local / inert / sealed

Inspect the mission packet

This is a local composition contract, not an official AgentTool mission primitive.

The packet contains no endpoint, credential, permission grant, reward, or execution result. Its AgentTool runtime, handoff, Collab, and KARMA members are bind-later evidence templates.