Muratcan Koylan
I'm Muratcan. I build production AI agent systems at 99Ravens AI (Toronto): multi-agent orchestration, context systems, evaluation harnesses, prompt design and context engineering.
My background is Communication Design (HCI) plus seven years in B2B marketing. That helps me ship systems that fit real GTM workflows and communicate trade-offs to leadership without losing technical precision.
I build interviewer systems that earn peer-level conversations with experts, extract tacit judgment, and convert it into reusable context for digital expert personas. I publish notes and open-source projects on agent architectures, context engineering, and persona drift.
For work or collaboration, DM me on X.
Current
Projects
Writing
Multi-agent Interviewer System Technical Blog
State-Dependent Reasoning Chains
Prompts Experiments with Kimi K2 Thinking
LangSmith Insight Agent
How I use Cursor as my Second Brain
Using Claude 3.5 to build website Artifacts
Mentions, News & Speaking
Multi-agent Interviewer System | Ben's Bites
AI Developer Ambassador | MiniMax
Agent Skills for Context Engineering | TLDR AI
Context Engineering Presentation | Toronto B2B Marketing Community
AI Case Study Analyzer | LangChain
2nd place | Google Cloud × AI Tinkerers Hackathon
Work
99Ravens
I build AI agent systems, evaluation frameworks and multi-agent architectures for marketing & strategy use cases. Currently, focused on context engineering and LLM persona embodiment.
Jonas Software
Built AI agents and generative workflows for marketing. Led HubSpot onboarding, grew organic impressions 6x, lead gen 50%, and delivered executive AI training.
Tmob - Thinks Mobility
Scaled lead gen 40% YoY with ABM and marketing automation. Grew LinkedIn 3x, managed the marketing tech stack, organized events and product marketing campaigns.
Insider
Ran global demand gen campaigns for Insider's AI Growth Management Platform (GMP) across 25 regions. Built automation, launched a podcast, and managed B2B campaigns end-to-end.
Education
Ozyegin University