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AP Ventures
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Overview

About us Attributes™ has been leveraging on a diversified expertise and set of skills to create a dynamic synergy towards our goals.

News

News SuperML.dev 2 months ago
Attribute Knowledge RAG Pattern for LLM Governed Attributes
Standard RAG retrieves documents and lets the LLM generate field names freely - which means it will invent fields your schema never had. AK-RAG (Attribute Knowledge RAG) indexes your governed attribute catalog instead, and the LLM can only emit attribute_
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News arXiv.org 3 months ago
If LLMs Have Human-Like Attributes, Then So Does Age of Empires II
Abstract page for arXiv paper 2605.31514: If LLMs Have Human-Like Attributes, Then So Does Age of Empires II
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