Amorfs is a knowledge format, so a query is written the same way as the knowledge. You write the answer you want, with placeholders where information is missing.
Limit how much comes back by controlling depth and breadth at each point.
Knowledge Packs come with ready-made query recipes, so an agent learns the exact structure for common questions, and how the data supports it.
The examples below illustrate that flow. The Playpen shows how the same knowledge can be presented in different ways. Live query is not available on this site.
RAG retrieves information and asks the model to reconstruct the answer.
A knowledge graph represents relationships, but the agent still has to determine which entities, relationships and timeframes matter.
Amorfs starts with the knowledge itself.
Each fact carries the identity, relationship, timeframe and source needed to interrogate it directly.
Example 1
A question an AI normally has to reconstruct
The raw ingredients
Documents interpretation reconstruction
With Amorfs
Knowledge query answer
Example 2
A question an AI normally has to reconstruct
The raw ingredients
Documents interpretation reconstruction
With Amorfs
Knowledge query answer
Example 1
Wegovy (NDA 215256) is the same ingredient, approved 4 June 2021, so it is absent from this date.
Query
product {depth=4} [
+ application ["NDA209637"]
+ product_no ["001"]
+ name [*]
+ strength [*]
+ form [*]
- contains {limit=1} [
+ name [*]
+ unii [*]
]
+ patent {valid=<=2019-12-31, limit=8} [
- expire {optional} [*]
- use_code {limit=1} [
U-2580
+ text [*]
]
]
]
Result
product [
+ application [NDA209637]
+ product_no [001]
+ name [ OZEMPIC | Ozempic ]
+ strength [ 2MG/1.5ML (1.34MG/ML) ]
+ form [SOLUTION;SUBCUTANEOUS]
- contains {2017-12-05/, created=2017-12-05} [
+ name [ SEMAGLUTIDE | semaglutide ]
+ unii [53AXN4NNHX]
]
+ patent {2019-07-25/, created=2019-07-25} [
10335462
- expire [2033-06-21]
- use_code [
U-2580
+ text [A METHOD OF TREATING TYPE 2 DIABETES COMPRISING ADMINISTERING SEMAGLUTIDE ONCE WEEKLY IN A AMOUNT OF 1.0 MG TO A SUBJECT IN NEED THEREOF]
]
]
]
Example 2
[*] is a placeholder. depth=4 sets how far this recipe follows. limit=1 keeps a single direct parent for 16 April 2026, with the accounting standard and the attesting register.
Query
legal_entity {depth=4} [
+ lei [9598005PGS3B6FWRJ071]
+ name [*]
+ direct_parent {optional, valid=<=2026-04-16, limit=1} [
+ lei [*]
+ name [*]
- accounting_standard {optional} [*]
- attested_by {optional} [
+ lei [*]
]
]
]
Result
legal_entity [ {{@lei_7LTWFZYICNSX8D621K86}}
+ lei [7LTWFZYICNSX8D621K86]
+ name ["DEUTSCHE BANK AKTIENGESELLSCHAFT"{de} | "Deutsche Bank AG"{en, informal}]
+ jurisdiction [DE]
+ category [GENERAL]
+ entity_status [ACTIVE]
+ registration_status [ISSUED]
+ managing_lou [5299000J2N45DDNE4Y28]
+ legal_form [6QQB]
+ bic [DEUTDEFFXXX]
+ exception [DIRECT_ACCOUNTING_CONSOLIDATION_PARENT
- reason [NO_KNOWN_PERSON]
]
+ exception [ULTIMATE_ACCOUNTING_CONSOLIDATION_PARENT
- reason [NO_KNOWN_PERSON]
]
]
legal_entity [ {{@lei_9598005PGS3B6FWRJ071}}
+ lei [9598005PGS3B6FWRJ071]
+ name ["FAIRFIELD INVEST SL"{es}]
+ jurisdiction [ES]
+ category [GENERAL]
+ entity_status [ACTIVE]
+ registration_status [ISSUED]
+ managing_lou [959800R2X69K6Y6MX775]
]
legal_entity [ {{@lei_959800R2X69K6Y6MX775}}
+ lei [959800R2X69K6Y6MX775]
+ name ["COLEGIO DE REGISTRADORES DE LA PROPIEDAD, MERCANTILES Y BIENES MUEBLES DE ESPAÑA"{es}]
+ jurisdiction [ES]
+ category [GENERAL]
+ entity_status [ACTIVE]
+ registration_status [ISSUED]
+ managing_lou [959800R2X69K6Y6MX775]
+ legal_form [1R4N]
]
legal_entity [ {{@lei_9598005PGS3B6FWRJ071}}
+ direct_parent [@lei_7LTWFZYICNSX8D621K86 {2026-04-16/, created=2026-08-15}
- accounting_standard [IFRS]
- attested_by [@lei_959800R2X69K6Y6MX775]
]
]
legal_entity [ {{@lei_9598005PGS3B6FWRJ071}}
+ ultimate_parent [@lei_7LTWFZYICNSX8D621K86 {2026-04-16/, created=2026-08-15}
- accounting_standard [LOCAL_GAAP]
]
]