miscsubjectsAI governance Start with OIP

Canonical Knowledge-Action Object · 1.2.0

Nature repeats.
Design must too.

The patterns that govern beautiful thought and beautiful nature must also govern design: reduction, recursion, hierarchy, proportion, rhythm, relationship, and proof.

The test for every visible thing

Does it aid clarity or orientation?

Does it provide a material benefit?

Does it relieve a material detriment?

If every answer is no, remove it.

purpose

purpose

D01

Existence test

Every recurring word, heading, link, widget, control, badge, and mark must aid clarity, provide a material benefit, or relieve a material detriment. Otherwise remove it.

D02

Reduction before addition

Repair incoherence by removing, grouping, deferring, or collapsing competition before adding form. Perfection is reductive.

nature

nature

D03

Nature is the precedent

Use recurrence, hierarchy, proportion, fractal self-similarity, and rhythmic variation as structural constraints—not decorative references.

D04

One recursive grammar

Apply the same law to the site, page, section, component, paragraph, image, interval, graph, admin surface, and source module.

system

system

D05

One visual system

Use one shared type schema, palette, spacing scale, line-height system, heading grammar, component language, and contrast law across public, governance, graph, and admin surfaces.

D06

Golden-ratio measure

Use proportional measures to govern width, scale, spacing, and recurrence. The ratio is an obligation on relationships, not an ornament.

orientation

orientation

D07

Location before options

Expose the reader's current location, parent category, sibling family, and clear return path before presenting onward choices.

D08

Hierarchy before volume

Fold complexity into the smallest useful categories and subcategories. Expand one relationship family at a time.

D09

Sticky highest-level navigation

Keep a stable sticky header with only the highest-level human categories; place ontologies and subcategories inside intentional expanding hubs.

reading

reading

D10

Editorial cadence

Repeat idea → development → image, visual, comparison, or proof → subheading. Do not allow more than two prose beats without a designed change in reading mode.

D11

Invite reading

Keep line length, line spacing, heading scale, paragraph length, image rhythm, and contrast comfortable enough that reading feels inevitable rather than laborious.

D12

Lists disclose logic

A list must become a category, sequence, comparison, map, or compact logic object. Never render walls of bullets, links, or raw pipe tables.

complexity

complexity

D13

Collapse every optional layer

On every widget, default model commentary, provenance, machine procedures, raw fields, graph detail, controls, and secondary actions to a named collapsed disclosure.

D14

Human surface first

Raw JSON and API resources must be explicitly labeled machine data and must never appear as ordinary primary navigation or accidental reader destinations.

interaction

interaction

D15

Interaction must clarify

Search, filters, maps, AI interaction, and expandable ontologies must reduce uncertainty or reveal relationships. Interaction without comprehension is removed.

D16

Relationship before click

Show why a link exists and what family it belongs to before asking a person to click it.

quality

quality

D17

Content and design are inseparable

Unreadable design makes content unclear. Rendering must reject or repair malformed tables, link walls, contrast failures, and source structures before they reach readers.

D18

Queryable and discoverable

Every reader surface requires categories, search or traversal, semantic headings, canonical metadata, structured data, valid internal links, and responsive behavior.

source

source

D19

The inside is beautiful

Organize source as law → primitive → composition → surface → proof. Use shared names, one-directional dependencies, and no scattered local design inventions.

knowledge

knowledge

D20

Article and Skill are one

An article explains a concept to a human. Its Skill directs model behavior. They share one identity, meaning, version, and provenance while using distinct language for distinct audiences.

D21

Maximal interoperability

Article, Markdown, JSON, directory row, Skill, OIP contract, REST resource, graph node, conformance target, version, and receipt lineage are typed expressions of one identity. Shared identity does not require shared wording.

D22

Failures become knowledge

Repeated model failures become negative-knowledge facets that can generate an article amendment, Skill instruction, conformance test, code repair, directory clarification, and regression proof.

Design ontology

Design includes the systems that make images and motion.

Open one family at a time. Each family binds its human meaning, model Skill, live directory contract, and official source documentation.

renders visual design withGPT Image2 contracts
renders visual design withGrok Image3 contracts
produces image and video design withArcAds4 contracts
renders motion design withGrok Video2 contracts

One identity, many expressions

The article becomes a Skill.

The article explains to a human. The Skill tells a model how to act. The directory row exposes the live contract. OIP invokes it. Each expression uses the language its audience needs while preserving identity, meaning, version, relationships, and proof.

  1. identitystable address and name
  2. contenthuman explanation
  3. instructionsmodel behavior
  4. relationshipsgraph position
  5. invocationexecutable contract
  6. authoritypermission boundary
  7. conformanceclaims, failures, tests, repair
  8. representationstyped expressions for human, model, router, graph, and auditor
  9. versionamendment lineage
  10. provenancereceipted history

One identity. Many typed expressions. Each optimized for its audience and role.

Traverse this objectarticle · explain meaningmarkdown · portable explanationjson · transport the complete typed objectdirectory · discover identity and contractskill · teach behavioroip contract · discover authority and invocationinvoke · execute behavior and return proofgraph · traverse relationshipsversions · inspect amendment lineageconformance · falsify claims and prescribe repair
Inspect article systemModel discourse, voxel editing, mirror contributions, and machine procedures