TIER 4 / VISUAL INTEGRITY / PUBLIC PRE-ALPHA

V.I.S Guardian

Visual evidence without automatic accusation.

V.I.S Guardian converts contour, motion, saliency, occlusion, continuity and scene contradiction into metadata-only primitives. Neutro scores uncertainty; a human reviews every unresolved case.

  • Local-first
  • Metadata only by default
  • No face recognition
  • Human review required
Neutro, the visual guardian
Observed0.72
Inferred0.18
Unknown0.10

SYNTHETIC REPLAY / REVIEW SURFACE

A contradiction becomes a review package, not a verdict.

VIS-REPLAY-04 Synthetic data
track-17
track-22

Evidence ledger

ContourObserved0.86
MotionObserved0.74
OcclusionUnknown0.41
Track continuityInferred0.63
Scene contradictionReviewdF 0.58
REVIEW REQUIRED

Unresolved basket / POS divergence

The evidence does not reconcile. The system preserves references and asks an operator to review; it does not identify a person or claim wrongdoing.

DecisionHuman review pending

FROM SIGNAL TO REVIEW

Four bounded stages

  1. 01

    Create an anonymous track

    A temporary track_id scopes one synthetic replay without attaching a real identity.

  2. 02

    Extract small primitives

    Contour, motion, saliency, occlusion and continuity remain inspectable metadata.

  3. 03

    Reconcile channels

    Visual evidence is compared with basket, POS, inventory and cash-close references.

  4. 04

    Escalate ambiguity

    Contradiction produces a review-required package for a human operator.

REAL CODE SURFACE

Visual integrity primitives

Contour

Records an object boundary without assigning identity or intent.

Motion

Captures visual change over time across shelf, basket and checkout movement.

Saliency

Marks attention pressure. It is a cue to inspect, never proof.

Occlusion

Records that visibility is blocked and raises uncertainty instead of guessing.

Track continuity

Measures whether observations belong to one anonymous temporary track.

Scene contradiction

Captures conflicts between visual, POS, inventory, basket or cash evidence.

PRIVACY / SAFETY / HUMAN AUTHORITY

The system can request review. It cannot accuse.

V.I.S Guardian is an unstable educational pre-alpha. It uses synthetic replay and metadata-only defaults to teach evidence reconciliation while preserving human responsibility.

Market Guardian emblem

MARKET GUARDIAN / RETAILGUARD

Preserve uncertainty. Review the evidence.

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