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Can AI Business Decisions Be Tested? Introducing JPS

JPS proposes portable JSON packs that make decision evidence, rules, exceptions and test cases explicit. Its draft conformance does not establish that a decision is true, authorized or safe for production.
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A supplier’s missing document is not the same as a document that was submitted and failed a requirement. Judgment Pack Specification (JPS) is an early-stage proposal for making distinctions like that explicit in a portable, testable description of an AI-assisted business decision.

What JPS is designed to represent

JPS stands for Judgment Pack Specification. Its project describes an open, vendor-neutral format for representing the evidence, rules, exceptions, uncertainty, escalation criteria and evaluations behind an AI agent’s decision. A Judgment Pack is a JSON document for one decision, intended to keep the decision description separate from a particular model, runtime or user interface. The project site describes the format and its intended scope.

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That focus is narrower than a complete business decision system. The project says JPS is not a prompt format, retrieval API, workflow engine or general-purpose rule language. A pack can describe decision intent; an application still has to gather and validate inputs, enforce permissions, manage human oversight and control any external actions.

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How a vendor-onboarding example makes the distinction

Imagine a supplier has submitted most of the documents required for onboarding, but one item is absent. A useful decision process should not treat that case as equivalent to evidence that was submitted but does not satisfy a requirement. The illustrative JPS scenario uses test cases to distinguish several outcomes:

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  • Complete submission: the required evidence is present and meets the stated requirements.
  • Missing evidence: a required item has not been supplied, so the system should not pretend it has evaluated that item.
  • Failed requirement: evidence is present but does not meet the rule.
  • Applicable exception: a defined exception changes how the case should be handled.
  • Human review: the case requires escalation rather than an automatic decision.

These are illustrative cases, not a report of an external deployment. The proposal is that a structured pack and evaluation cases can make it easier to inspect which behavior a policy change affects and retest that behavior before an application relies on the revised rule. That is a design goal, not demonstrated business impact. The introductory article presents the example and its motivation.

What a pack and its tests can—and cannot—establish

JPS aims to make declared decision behavior inspectable and testable. A well-formed pack or a passing evaluation does not prove that its rules are true, that the organization authorized them, that the decision is safe, or that it is suitable for production. The official FAQ and implementation guidance make that boundary explicit: evaluator results apply to a specific conformance class and exact specification version, and do not establish factual grounding, authorization, safety or operational fitness.

The limits matter in practice. A pack can contain an incorrect rule; inputs can be unreliable; tests cover only the cases and scope they exercise. Application permissions and real-world actions sit outside the pack. Passing a test suite is therefore evidence about specified behavior under tested conditions, not a blanket endorsement of the decision system around it.

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How JPS relates to prompts, knowledge and workflows

JPS is one approach to representing decision intent, not a replacement for every other component in an AI application. A prompt can guide a model’s response, a knowledge source can provide information, and a workflow can coordinate steps. A JPS pack instead seeks to make the evidence, rules, exceptions and evaluation cases for one decision explicit. Those parts may be used together, but they answer different questions.

The practical trade-off is added specification and maintenance work: someone must define the rules, cases and escalation conditions, and keep them aligned with the organization’s actual policy. In return, the proposed structure is intended to make declared behavior easier to review and test across implementations. It does not itself determine who may approve a rule or execute an action.

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JPS status and maturity

The official project identifies its current Core as JPS Core 0.2.0-draft. The draft scope includes document conformance and an evaluator-conformance class with a seed evaluation corpus. The project warns that 0.x material may change incompatibly, so this should be treated as a developing specification rather than a settled industry standard. Its project information provides additional status context.

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The introductory article’s author, Brian Jin, says he maintains JPS and that the project does not yet know of anyone outside the project using it to build a solution. That is a disclosure about the project’s known adoption, not proof that no one else has experimented with it; it does mean the available account does not support claims of independent adoption, production use or market validation.

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Where the implementation fits

The reference runtime is an implementation, not the authority that defines the specification. The project says the normative specification, schemas and conformance corpus belong to the separate specification project; its implementations page presents tools as implementations rather than certification. The runtime’s Go module is documented at Go Packages.

The introductory article invites readers to try an example with synthetic inputs and contribute a missing decision case or reproducible failure. That invitation is a way to participate, not evidence that the example or format has been independently validated.

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