Posts by Husnain Mansoor
The Evolution from LLM-Centric Systems to RAG Architectures
The Evolution from LLM-Centric Systems to RAG Architectures and the Optimal Model Stack for Financial Analysis & Research The Core Problem: Why LLM-Only Approaches Break at Scale Early AI platforms (including ESG research systems) were built using general-purpose LLM APIs such as GPT and Perplexity. These systems: Generated research queries Retrieved information via AI-powered search…
Read MoreAgent to Agent (A2A) vs. Model Context Protocol (MCP)
Agent‑to‑Agent (A2A) vs. Model Context Protocol (MCP) — what’s the difference, and how to use them in asset & wealth management. Summary MCP standardises how an AI agent connects to tools and data (filesystems, databases, SaaS) through a client‑server protocol, solving the “N×M” integration problem and enabling secure, governed access to context. Think vertical integration:…
Read MoreData Concepts for Agentic AI Process Automation & Workflows
The infin8 simple guide to Data Concepts for Agentic AI Process Automation & Workflows Let’s start with some definitions: Ontology A shared definition of the core business concepts and how they relate. Gives AI clear concepts and relationships to reason about. Entity A real-world object or concept that data represents. Helps AI distinguish persona, products,…
Read More