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Seyhun Akyurek — Blog

Articles and insights on engineering leadership, fintech, AI, and software architecture.

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Production Multi-Agent Systems: Architecture Patterns for Enterprise AI

A technical deep-dive into designing, orchestrating, and deploying multi-agent systems that actually work in production.

Production Multi-Agent Systems: Architecture Patterns for Enterprise AI

AI Governance in Banking: The Playbook for Safe, Compliant, and Defensible AI

Banks are not tech startups.

AI Governance in Banking: The Playbook for Safe, Compliant, and Defensible AI

LLM-as-a-Judge: The Complete Guide to Using AI to Evaluate AI

Your model made 10,000 decisions yesterday. How many were right? “I don’t know” is not a production answer.

LLM-as-a-Judge: The Complete Guide to Using AI to Evaluate AI

The Real Cost of Running LLMs in Production: A Complete Breakdown

Your CFO is about to ask "how much will this cost?" and you need a better answer than "it depends

The Real Cost of Running LLMs in Production: A Complete Breakdown

Why Most Enterprise AI Projects Fail Before Production

The graveyard of enterprise AI is littered with brilliant proofs of concept that died on the vine.

Why Most Enterprise AI Projects Fail Before Production

GenAI in Regulated Banking: What Actually Works

After shipping RAG + LangChain in production under PCI DSS, leading a 10-person GenAI team through external audits, and watching three separate “AI-first” initiatives stall on compliance r

GenAI in Regulated Banking: What Actually Works

Building an AI Center of Excellence: A Strategic Blueprint for 2026

Introduction: Why 2026 Is the Defining Year for AI CoEs

Building an AI Center of Excellence: A Strategic Blueprint for 2026

Enterprise AI Playbook for Banking

The artificial intelligence landscape of 2026 would have seemed implausible just a few years ago.

Enterprise AI Playbook for Banking

Building an AI Control Plane: Operating Thousands of AI Agents in Production

Moving a single AI agent from a Jupyter notebook to production is an achievement.

Building an AI Control Plane: Operating Thousands of AI Agents in Production

Building an AI Security Operations Center (AI-SOC)

Building an AI Security Operations Center (AI-SOC)

Building a modern, AI-driven Security Operations Center (AI-SOC) means shifting from a reactive, human-led alert clearing house to a proactive, machine-speed defense engine.