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Karthikeyan

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Today’s guest is Karthikeyan VK — a startup CTO, AI strategist, and technology speaker working at the intersection of Azure, analytics, and intelligent systems. He has built multiple SaaS platforms, spoken at global AI and developer events, and is actively exploring how AI agents and reasoning systems can transform enterprise decision-making and product engineering.

May 20, 2026

The Hidden Problem with AI Agents: Too Much LLM, Not Enough Engineering with Karthikeyan VK (MVP)

In this episode of the M365 FM Podcast, host Mirko Peters speaks with Microsoft AI MVP and CTO Karthikeyan VK about the biggest problem in today’s AI landscape: organizations are relying too heavily on Large Language Models (LLMs) while ignoring the engineering foundations needed for reliable enterprise AI systems.Karthikeyan explains that many companies try to make AI agents handle everything directly through prompts and LLMs, instead of combining them with deterministic engineering practices such as orchestration, validation, governance, retries, observability, and state management. He argues that LLMs should act as reasoning engines, while structured workflows and business logic remain controlled through traditional engineering systems.The discussion highlights the difference between probabilistic AI systems and deterministic enterprise processes like finance, compliance, ERP integrations, and security workflows. According to Karthikeyan, enterprise trust breaks down when A…