# Parallel Reviews Never Agree

## Ontology Metadata

Code: ISS-0083
Version: ISS-0083@0.1.0
Ontology release: 0.1.0
Updated: 2026-05-10T00:00:00Z
Canonical URL: /workbench/issues/parallel-reviews-never-agree/

## Summary

Parallel AI, human, workflow, or tool reviews keep producing different results without resolving into a shared decision state.

## Category

- CAT-0130 — Loops & Resolution
  - URL: /workbench/categories/loops-and-resolution/
  - Summary: Problems where agents, workflows, reviews, approvals, policies, schemas, or routing paths loop, wait on themselves, fail to settle, or cannot identify a final state.

## Primary Pattern

- PAT-0320 — Convergence Failure
  - URL: /workbench/patterns/convergence-failure/
  - Summary: A structural condition where sequential or parallel states fail to resolve into an equivalent or coherent structure under shared authority and constraints.

## Declared Patterns

- PAT-0320 — Convergence Failure
  - URL: /workbench/patterns/convergence-failure/
  - Summary: A structural condition where sequential or parallel states fail to resolve into an equivalent or coherent structure under shared authority and constraints.
- PAT-0290 — Divergent Outputs
  - URL: /workbench/patterns/divergent-outputs/
  - Summary: A structural condition where parallel evaluations under comparable scope and shared authority produce non-equivalent outputs.
- PAT-0100 — Authority Collision
  - URL: /workbench/patterns/authority-collision/
  - Summary: A structural condition where multiple authorities claim governance over the same region without a declared precedence or resolution rule.

## Derived Primary Lenses

- LEN-0110 — Authority Overlay Lens
  - URL: /workbench/lenses/authority-overlay-lens/
  - Summary: Maps declared authority hierarchies onto observed structure to detect absence, override, or conflict.
- LEN-0150 — Conflict Lens
  - URL: /workbench/lenses/conflict-lens/
  - Summary: Detects mutually incompatible constraints, claims, states, or declarations that cannot be simultaneously satisfied.
- LEN-0170 — Convergence Lens
  - URL: /workbench/lenses/convergence-lens/
  - Summary: Compares parallel structural systems to determine whether they align under shared authority.
- LEN-0290 — Variance / Entropy Lens
  - URL: /workbench/lenses/variance-entropy-lens/
  - Summary: Measures structural variability across repeated or comparable evaluations and identifies divergence beyond expected bounds.

## Derived Secondary Lenses

- LEN-0140 — Compression Lens
  - URL: /workbench/lenses/compression-lens/
  - Summary: Reduces structural graphs into stable minimal representations for comparison, redundancy detection, and diffing.
- LEN-0180 — Determinism Lens
  - URL: /workbench/lenses/determinism-lens/
  - Summary: Evaluates whether identical structural inputs produce equivalent structural outputs across repeated executions.
- LEN-0210 — Invariant Lens
  - URL: /workbench/lenses/invariant-lens/
  - Summary: Verifies that declared invariants are structurally enforceable and not contradicted by observed structure.
- LEN-0270 — Reconciliation Lens
  - URL: /workbench/lenses/reconciliation-lens/
  - Summary: Evaluates whether structural changes align with declared authority updates, version changes, or reconciliation rules.

## Search Intents

- parallel reviews never agree
- AI reviews do not converge
- reviewers keep disagreeing
- parallel review results conflict
- multiple reviews never resolve
- AI review loop disagreement