Workbench Terms

Reference Material

PENGO Workbench is a public reference library for inspecting AI-facing failure surfaces, structural Patterns, diagnostic Lenses, AI-Adjacent Issues, and Check Input outputs.

Workbench material is provided for reference, education, analysis, and discussion.

Workbench pages may change as the reference library expands.

Not Professional Advice

Workbench material is not legal, medical, financial, security, compliance, procurement, operational, or professional advice.

Do not rely on Workbench pages as the sole basis for decisions that require professional judgment, formal review, organizational approval, or independent verification.

No Final Determination

Workbench references may help inspect related structure. They do not prove causality, diagnose a model, validate a prompt, score a system, certify a workflow, or determine why an AI system failed.

Fit Depends on Context

Workbench references may not fit every system, workflow, model, tool, prompt, organization, or use case.

You are responsible for deciding whether a Workbench reference applies to your context.

Responsibility for Use

You are responsible for how you interpret, reuse, cite, adapt, or apply Workbench material. PENGO Systems is not responsible for decisions, outputs, actions, workflows, claims, losses, or consequences resulting from use of Workbench material, Check Input outputs, Explore Results mappings, or related references.