AI-Adjacent Issue
Runtime Behavior Does Not Match Docs
Documented behavior, fields, tool schemas, permissions, or runtime capabilities do not match what actually happens during use.
What This Looks Like
The documentation says a model, tool, connector, API, mode, field, permission, or product surface should behave one way, but the actual runtime behaves differently. A feature may be missing, a field may differ, a tool may reject documented inputs, or the runtime may produce behavior the docs do not describe.
Why Users Blame AI
The mismatch often appears inside an AI task, so the user may experience it as the AI ignoring instructions, making unsupported calls, or inventing behavior. The underlying problem may be documentation drift, rollout differences, feature flags, product-version mismatch, hidden limitations, or runtime behavior that changed before the docs did.
What to Check First
- Whether the docs match the exact version, product, API, mode, and account being used
- Whether the behavior depends on plan, workspace, region, feature flag, or rollout state
- Whether the runtime exposes a different schema than the docs show
- Whether examples are illustrative instead of contract-level
- Whether the docs describe expected behavior but not current product behavior
- Whether a hidden policy, permission, or tool constraint changes runtime behavior
When This Is AI-Adjacent
Use this AI-Adjacent Issue when documented behavior and observed runtime behavior disagree. If the mismatch creates a structural Workbench failure, use the related Issues for policy drift, output change, prompt behavior change, contract-name drift, or tool call contract mismatch.
Related Workbench Issues
Actual Policy Differs From Declared Policy
The policy the AI or workflow actually follows differs from the policy that is documented, declared, displayed, or expected.
Output Changed Without Declared Change
Output shape, content, format, fields, or behavior changes without a declared change to the prompt, schema, model, workflow, or governing rule.
Prompt Behavior Changed Without Version Change
A prompt begins producing different behavior even though no prompt version, model version, workflow version, or declared dependency change is recorded.
Same Contract Name Has Different Meanings
The same prompt, schema, field, policy, tool, or workflow contract name is used in different places with different meanings.
Tool Call Contract Mismatch
The AI or agent calls a tool with names, arguments, types, modes, or shapes that do not match the declared tool interface.
Common Ways People Describe This
- runtime behavior does not match docs
- AI behavior does not match documentation
- tool docs do not match runtime
- documented behavior differs from actual behavior
- API docs wrong at runtime
- product docs do not match AI behavior