Manifest valid
Interface policy
Adaptive Home

Current plan

The validated manifest selects the smallest useful interface for this goal.

Validating canonical manifest

Preparing the bounded interface

The stable shell remains available while the manifest, registries, bindings, and permissions are checked.

Interface Comparison Lab

Same data. Three manifest policies.

The modes differ by structural policy, not by separate scenarios or hand-coded screens.

Seeded demonstration fixture

Authored scenario values for exploring the hypothesis—not experimental validation.

Seeded
MetricFixedGenerated onceBounded adaptive

This browser session

Observed locally since evidence was last reset.

Observed

Confidence after the task

A user-entered self-report, stored separately from observed events.

Self-report
3 / 5
Research note

A prototype can demonstrate a mechanism, not prove superiority.

A real evaluation would randomly assign comparable tasks to Fixed, Generated Once, and Bounded Adaptive policies; keep data and goals constant; pre-register outcome measures; capture errors and completion times; and collect blinded post-task confidence. Clearframe’s seeded fixture is not that study.

Interaction Evidence

Seeded evidence and observed behavior stay separate.

Local events may support a deterministic proposal; they are never described as model learning.

Observed session

Local browser session

Observed

    Demonstration fixture

    Pre-authored friction signals retained for repeatable scenarios.

    Seeded
    Adaptation Proposals

    Review resulting manifests, not promises.

    Every proposal is applied to a clone, schema-validated, registry-validated, pin-checked, and mode-checked before it can be accepted.

    No selection

    Select a patch to inspect

    Current and resulting manifests, evidence, semantic changes, and validation will appear here.

    UI Manifest Inspector

    One source-of-truth chain.

    The standalone file embeds the exact canonical JSON used by build-time and runtime validation.

      Version domains

      Explicit

      Source reconciliation

      Identical

      Active runtime manifest

      Read-only structured plan; never executed as code.

      Valid
      Capability & Safety Center

      Choice is not authority.

      Components and actions are independent registries. Unknown identifiers are rejected before rendering or execution.

      Canonical manifests validatedSchema, components, actions, permissions, stable regions, and pins passed.

      Action registry

      Classification, authority, preview, and confirmation remain independent of planning.

      v1.0.0
      ActionClassPermissionSafeguard

      Component registry

      Allowed regions, bindings, actions, accessibility, and risk.

      v2.0.0
      ComponentRegionsRiskPin

      Validation attempts

      Rejected plans remain inspectable and non-executable.

      Adaptation History

      Complete snapshots, semantic diffs, coherent undo.

      Operational business data remains separate from interface restoration.

      Interface snapshots

      Select exactly two for a semantic comparison.

      Semantic comparison

      Derived

      No comparison yet

      Select two complete snapshots and compare them.

      Methodology

      Bounded plasticity, implemented honestly.

      Clearframe Lab is an original product exploration conceptually inspired by the usability principles in Steve Krug’s Don’t Make Me Think. It is not affiliated with the author or publisher.

      01 · Implemented runtime

      Manifest-driven renderer

      Adaptive regions are produced from validated canonical manifests and allowlisted component functions.

      02 · Deterministic simulation

      Rule-based planner

      Goal, telemetry, and data-type triggers produce constrained patch JSON without pretending a live model is present.

      03 · Seeded demonstration

      Repeatable fixtures

      Authored interaction evidence supports scenarios but is never presented as experimental proof.

      04 · Future behavior

      Planner-adapter boundary

      A future model could propose the same schema-valid patches. It would not receive rendering, permission, or execution authority.

      05 · Research hypothesis

      Not a conclusion

      The prototype investigates whether bounded adaptation reduces avoidable thought while preserving learnability.

      06 · Safety posture

      Untrusted by default

      Data, labels, rationale, and future model output are rendered as text and validated before use.

      Version domains

      Each number governs a different contract.

      0.2.4 is the product archive release. 3.5.0 is the starting UI-manifest snapshot. 2.1.0 governs component contracts. 1.1.0 governs actions and schema. 2026.07.30.2 identifies the fictional operational-data fixture. Data refreshes do not increment the structural manifest.

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      Structured explanation

      Why is this here?

      Registered action

      Action preview

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