Speaking
Context engineering, production agents, and the translation layer around AI.
I talk about building AI systems that people can actually operate: clinicians, marketing strategists, operators, founders, and engineering teams. The useful part is usually not the prototype. It is the context, evaluation, workflow, and handoff design around it.
For podcasts, talks, internal sessions, or workshops, email muratcan.koylan@outlook.com. Include the audience, format, rough timing, and what you want the room to leave understanding.
Featured Interview
Sonraki Adım Podcast
AI Career Journey from Turkey to Canada [Turkish]
This one-hour conversation with Umut Ilhan is the best current overview of how I got here: marketing to AI engineering, context engineering, Agent Skills, ReadWren, Ralph Wiggum, Sully, and advice for people trying to build their way into the field.
Watch on YouTubeTopics
Talks I can give
Context Engineering for Production Agents
How to structure instructions, memory, tools, evaluations, and runtime context for production agents people depend on.
Persona Embodiment: Making Agents Behave Like Specific Experts
A practical look at turning tacit expert judgment into prompts, rubrics, skills, and evaluation loops.
What AI for Marketing Teams Actually Looks Like After Two Years Building It
What works, what breaks, and why most AI adoption problems are translation problems between operators and systems.
How to Evaluate AI Vendors When You Can't Read the Code
A non-technical framework for testing AI products, spotting brittle prototype behavior, and asking better implementation questions.
From PoC to Production: The Translation Problem in AI Adoption
Why promising AI pilots stall, and how product, domain, and engineering teams can create shared operating context.
Past Talks And Interviews
Selected appearances
Logistics
Good fit
Formats
Podcasts, conference talks, community sessions, internal workshops, team briefings, and advisory-style Q&A.
Audiences
AI builders, marketing and operations leaders, healthcare or regulated teams, founders, and cross-functional teams building production agents.
Location
Remote by default. In-person in Toronto. Travel case by case with enough lead time.
Languages
English and Turkish.
Organizer Bio
Copy-paste bio
Muratcan Koylan is Member of Technical Staff at Sully.ai, where he joined in 2026 as a Context Engineer working on clinical AI. Previously he was AI Agent Systems Manager at 99Ravens AI, where he built multi-agent systems, persona layers, agent skills, prompt engineering systems, and evaluation rubrics. His background combines Communication Design (HCI), seven years in B2B marketing, and production AI engineering.