Workbench / Issues

Output Breaks the Next Step

The AI output looks acceptable by itself but cannot be used by the next tool, workflow step, parser, reviewer, or downstream consumer.

What This Looks Like

The AI produces an answer, file, field, payload, or structured response that appears usable to the user, but the next step cannot consume it. A parser may reject it, a workflow may stop, a tool may fail, or a reviewer may be unable to continue because the output does not meet the next consumer’s requirements.

Why It Matters

AI output often sits in a chain. If the next step cannot use it, the answer is not operationally complete even if it looks reasonable in isolation. This can create hidden breakage where the user only discovers the issue after trying to pass the output into another system.

Structural Signal

The output crosses one boundary successfully but fails at the next interface. The issue is not only whether the output is understandable; it is whether the output fits the declared requirements of the downstream consumer.

Common Triggers

When to Use This Issue

Use this Issue when the AI output fails because the next workflow step, tool, parser, importer, or downstream consumer cannot use it as produced.

When Not to Use This Issue

Do not use this Issue when the output is simply factually wrong, incomplete for the user, or poorly written. Use it when the failure appears at the handoff into the next step.

Category

MCP, Tools & Integrations

Primary Pattern

PAT-0180 — Compatibility Violation

Declared Patterns

Derived Primary Lenses

Derived Secondary Lenses

Search Intents

Ontology Metadata

Code
ISS-0018
Version
ISS-0018@0.1.0
Ontology release
0.1.0
Updated
2026-05-10T00:00:00Z

History

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