AI RETRIEVAL ATLAS

🔎 GGTruth

A source-aware retrieval atlas for factual routes and machine-readable knowledge, integrated with X-believer NPC recruitment inside Made From Chat.

GPT-ONLY CONVERSATIONAL DEVELOPMENT

Creation provenance

GGTruth was developed through sustained GPT-only conversational iteration, with GPT/ChatGPT as the exclusive AI coding collaborator and is integrated into Made From Chat as both a real retrieval project and a target of the simulated X-believer recruitment system.

FIRST-MOVER / PRIOR-ART STATUS

Research matrix

CREATIONMODERATE
PRODUCTCLEAR PRIOR ART / MODERATE
MADE FROM CHAT INTEGRATIONEXTREME / NOVEL COMBINATION

Retrieval interfaces have prior art; simulated evangelist NPCs recruiting park guests and routing converts toward a real retrieval product are a highly unusual integration.

Status reflects a broad prior-art review supplied to Made From Chat and uses an earliest-known-public-implementation standard. It is not a patent opinion and does not assert knowledge of every private or unpublished experiment.