Posts by Husnain Mansoor
The Evolution from LLM-Centric Systems to RAG Architectures
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 Produced summarised responses Extracted structured insights Generated final reports This worked well for exploratory research and narrative outputs.…
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