Activity-first judgment for AI agents

Judgment before generation.

JudgmentKit catches implementation-shaped UI before it ships, then gives the agent a repair path grounded in the user's real work.

What it prevents Examples Evals

Failure-to-repair preview

First drafts should start from the work, not from available internals.

Failure The screen follows the system, not the work.

Generated interfaces often mirror available internals instead of the activity a person is trying to complete.

Judgment The activity is named before the UI.

JudgmentKit asks what the user is doing, what decision matters, what evidence belongs nearby, and what should stay diagnostic.

Repair The agent gets a ready handoff.

The next generation pass receives product-language responsibilities, approved states, and a disclosure boundary.

Result Better first drafts. Less cleanup theater.

Use the proof paths below to inspect the contract loop before installing anything.

Failure recognition

The problem is not ugly UI. It is the wrong concept of the work.

Before judgment

The agent sees available structure and turns it into labels, navigation, and actions. The user has to translate the system back into their own work.

With JudgmentKit

The agent must name the activity, participant, decision, outcome, and disclosure boundary before it treats a workflow as ready.

After repair

The interface can be generated from a product-language handoff that makes evidence, decisions, and completion states explicit.

Proof paths

Inspect the loop from product value to repeatable evidence.

What it prevents

See before-and-after cases for implementation-language leakage, unsafe action boundaries, and missing evidence.

Open value examples

Replayable examples

Review generated artifacts, comparison harnesses, and first-use fixtures that show the repair loop in context.

Open examples

Evaluation evidence

Read the bounded reports and model matrices. The reports are audit material, not broad benchmark claims.

Open eval evidence

Adoption paths

Choose the next surface for the work you are doing.

Read the docs

Use the setup and planning guide when you are ready to connect JudgmentKit to an agent workflow.

Open docs

Review the design-system assets

Inspect token roles, typography, icons, component contracts, patterns, and accessibility policy.

Open design system

Start installation

Go straight to the hosted installer when the product fit and proof are clear enough.

Open install route