---
title: "world-absurd-knowledge-votes — Mova code model"
description: "Mova code model of world/src/absurd.rs: components with their labels, obernants and the model text."
url: "https://groupants.elamur.ai/free/en/mova/world/src/absurd.rs.groupant/knowledge-votes.groupant/"
---
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# world-absurd-knowledge-votes

The groupant beside world/src/absurd.rs in the Mova repository: what the code computes, what it never does, how to go back from its outputs, its invariants, cost and checks.

## Facts

- **kind:** groupant_fragment
- **status:** partial source bound model
- **source:** [`world/src/absurd.rs`](https://github.com/ElamurAI/mova-free/blob/main/world/src/absurd.rs)
- **source SHA-256:** `c9b7b1c3951b4031…`
- **covers:** learn_cells filters lowercase last subject and first object tokens longer than two bytes on Can/Does facts. Negative unconditional facts vote subject 4, negative unconditioned-object facts vote subject 3, negative conditionals abstain. Positive facts vote subject 0 or Rarely 1 and final nonconditional object 0. Highest count wins with lower-score tie break; each score retains its first source. (bytes 5077–9995)
- **part of:** [world-absurd](https://md.groupants.elamur.ai/free/en/mova/world/src/absurd.rs.groupant/)
- **repository folder:** [`world/src/absurd.rs.groupant/knowledge-votes.groupant`](https://github.com/ElamurAI/mova-free/tree/main/world/src/absurd.rs.groupant/knowledge-votes.groupant)
- **repository commit:** `855da7bd4a7b`

> **Implementation material.** A Mova code model describes this code at one source revision: partial models, finite checks and their stated scope. It is not a reviewed general exposition, and its labels are shown as written, never raised.

## Components

| component | label | where |
|---|---|---|
| **approximant** | partial source model | [forward](#forward) |
| **ast** | partial | `../syntax.json` |
| **composition** | partial source model | [composition](#composition) |
| **cost** | partial source model | [cost](#cost) |
| **descriptant** | partial source model | [epoch-memory](#epoch-memory) |
| **invariant** | partial source model | [invariant](#invariant) |
| **tests** | partial source model | [checks](#checks) |

## Obernants

The typed relations around the forward model: the behaviour complement (what the code never does), the reverse reconstruction (every input compatible with an output) and specialised views.

| id | type | label | where |
|---|---|---|---|
| `world-absurd-knowledge-votes-behavior-complement` | behavior_complement | partial source model | [behavior-complement](#behavior-complement) |
| `world-absurd-knowledge-votes-reverse-reconstruction` | reverse_reconstruction | partial source model | [reverse-reconstruction](#reverse-reconstruction) |
| `world-absurd-knowledge-votes-coupling` | constraint_relation | partial source model | [coupling](#coupling) |

## Model text


### forward

learn_cells filters lowercase last subject and first object tokens longer than two bytes on Can/Does facts. Negative unconditional facts vote subject 4, negative unconditioned-object facts vote subject 3, negative conditionals abstain. Positive facts vote subject 0 or Rarely 1 and final nonconditional object 0. Highest count wins with lower-score tie break; each score retains its first source.

### invariant

Negated facts never generate object votes. learn_args omits a whole cell when either role has a rated counterpart. Fact provenance and lexical heuristics do not establish physical truth. This fragment is source inspected, not natively exercised.

### cost

F facts and V vote keys: O(F log V) map operations plus token work; O(V) retained vote storage. Knowledge loading and writing the layer file are external.

### composition

Actual callers: domains_with projects Word to Node then consumes judge indices without reordering; rerank::items sums judgment penalties per candidate, and induce calls judge on supplied vectors. Only the domains join executes in these native tests.

### epoch-memory

2026-10-30 initial source-bound epoch. Old native witnesses exposed role-index panic and spurious formal activation with empty overrides. Guards/default resolution repair these; explicit finite values and sparse-cell gap semantics remain. No optimization, surrogate or percentage bound is claimed.

### checks

cargo test -p world --lib absurd::wave11_models -- --test-threads=1. Root evidence.md records repeated profiles and mutants. Partial syntax leaves macro bodies opaque; no semantic AST, parser, teacher or corpus execution.

### behavior-complement

Universe: terminating scoped calls and their outputs. Inner absent-behavior model excludes outputs contradicting: Negated facts never generate object votes. learn_args omits a whole cell when either role has a rated counterpart. Fact provenance and lexical heuristics do not establish physical truth. This fragment is source inspected, not natively exercised. Unknown external behavior remains outside this exclusion.

### reverse-reconstruction

A winning cell retains all vote multisets whose maximal count and lower-score tie rule choose that score. Losing counts and alternate sources are lost; winning count is not total evidence count.

### coupling

Source-order counterfactual: permuting equal-score votes may retain score/count while changing the example source. Multiple fact sets have identical outputs; source examples are not unique causal explanations.

All typed entries bind this scope and manifest source revision. Domain and observation/operator are stated above. Status: partial source-derived relations with finite evidence named in checks, assuming stable dependencies and bounded successful execution. Reverse relations preserve ambiguity, with no complete-search or causal claim.