Apta Technical Report

By Apta Team

• Purpose of APTA: APTA is a conversational AI architecture that is being used as the foundation to build an AI assistant tailored for the crypto domain, designed to provide accurate, insightful, and up-to-date responses by combining market data, fundamental knowledge, and recent media articles.

• Technology: APTA's architecture, known as preemptive agentic flow, bridges LLMs with bespoke AI models or "experts," including retrieval-augmented systems, to address common LLM limitations like outdated information and limited reasoning. To reduce latency for complex queries, APTA anticipates system use cases and pre-computes complex intermediaries, enabling rapid delivery of advanced analytics while preserving a seamless user experience.

• Query Reformulation: APTA reformulates user queries by considering both the current request and conversation history, ensuring context-aware, accurate responses.

• Expert Selection: APTA routes user queries to specific expert systems tailored to the task at hand, ensuring specialized and precise answers, particularly in areas requiring domain expertise.

• Modular Response Framework: The system combines input from multiple experts and presents a cohesive, synthesized response to the user, leveraging different AI modules and experts simultaneously.

Full Technical Report Bellow:

Apta technical report