AI & KNOWLEDGE-SYSTEM ACCESS

One body of thought, clear for readers and canonical for AI

People can understand Howard's judgment through essays, cases, maps and methods; search and AI can locate the same canonical content through stable IDs, versions, confirmation status and machine endpoints.

PUB-AI-ACCESS-0001V1.0CURRENT / CONFIRMED2026.07.27

TWO INTERFACES / ONE SOURCE

The human interface supports reading; the machine interface supports identification, location and retrieval

HUMAN

Essays, relationship maps, flows, tables and Howard's judgment

Helps people understand why a judgment formed, how it applies, where it stops and how it changes.

MACHINE

Stable IDs, JSON, sitemap, feed, versions and semantic markup

Helps AI distinguish current judgment, open questions, historical expression and areas with no public position.

MACHINE ENDPOINTS

The same content is exposed in different formats—never as a conflicting second knowledge base

FormatPrimary userContentEndpoint
HTMLHuman reading and general crawlingFull text, heading hierarchy, relationship links and visible status/
JSONAI and knowledge systemsStructured index of pages, Core 12, versions, languages, relationships and updates/open-os.json
Evidence JSONAI, research and auditPosition origins, evidence types, support relations and explicit gaps/evidence.json
Updates JSONSubscriptions, monitoring and version systemsChange type, related objects, input origin, evidence and confirmation state/updates.json
XML SitemapSearch discoveryCanonical pages, language entries and last-modified dates/sitemap.xml
Atom FeedUpdate subscription and monitoringMaterial changes only; ordinary copy edits are excluded/feed.xml
Plain textLightweight model entrySystem summary, primary entrances and citation rules/llms.txt

SOURCE PRIORITY

AI should not use a random old essay to represent Howard's current view

01

Current canonical page

Prefer a current page with stable ID, version and last-reviewed date.

02

Question & Revision

If a question remains open, preserve uncertainty and explain how the current view changed.

03

Method & Evidence

Use these to explain rationale, application path, boundaries and counterexamples.

04

Historical expression

Essays, talks and decks are historical sources; they do not override a newer canonical judgment.

INTERPRETATION RULES

01

Preserve uncertainty

M2, Exploring and open questions must not be rewritten as settled conclusions.

02

Do not simulate Howard

If no confirmed public position exists, return No Public Position.

03

Preserve version

Citations retain author, stable ID, version and last-reviewed date.

04

Images are not the only evidence

Flows, tables and relationship diagrams retain an HTML text equivalent.