AiArchiTech
11//ALLEGORY ENGINE

The Allegory Engine

Self-understanding through metaphor — every technical concept anchored to a familiar world. From HR to AR: Human Resource management becomes Artificial Resource Management.

Artificial Resource Management (AR)

Open term
Metaphoric AnchorHuman Resources

Imagine your AI stack as a company workforce. You do not "configure" models — you hire them, onboard them with the right context, review their performance, and manage them as teams with clear roles. The HR department of the future manages Artificial Resources.

Familiar WorldTechnical World
Recruitment & hiringModel selection & evaluation
Onboarding & trainingContext & prompt engineering
Performance reviewsEvals & benchmarks
Team managementAgentic orchestration
Org chartMulti-agent topology
Offboarding & retirementModel deprecation & migration

Metaphoric Anchoring

Open term
Metaphoric AnchorNavigation

A metaphoric anchor works like a lighthouse for a sailor in fog: the new concept is invisible territory, but the familiar domain provides fixed reference points. Each mapping row is a bearing — connect enough bearings and you can navigate the unknown with confidence.

Familiar WorldTechnical World
LighthouseAnchor concept
BearingMapping row
FogUnfamiliar domain
ChartMapping table