ObjectPortal
What exists.
Stable object URLs, machine-readable state, relations, and accumulated trails.
AI-native object address layer
Objects with provenance trails.
ObjectPortal gives stable identity to things observed by AI systems. Trailstate captures how an observation was reached. ObjectPortal groups those trails into living object pages.
Trailstate
How we know.
URL-native provenance receipts for AI retrieval routes, sources, trust, status, and claim history.
GGTruth
What we know.
An optional deep knowledge layer. ObjectPortal does not require dense articles to exist first.
The object loop
AI observation → Trailstate receipt → Seen ledger → ObjectPortal sync → stable /o/ object
Current object registry
Browse the object layer generated from observed Trailstate receipts.