Swarm emergence
Many agents, coordinated — decomposing goals, negotiating, and reasoning together. The whole is smarter than any single part, and the behaviour is emergent, not designed.
// LLM & Agentic AI Engineer · Istanbul, TR
Intelligence, from molecules to neurons to agents
The AI Story, in Real Time
|
I build LLMs and agentic AI that don't just answer — they act. From first-principles machine learning to coordinated swarms of agents, the thread runs from mathematics through brains to the frontier. Mathematics, science, and agentic AI, grown together — and shared as I build.
80citations
4h-index
23repos
289dataset downloads
// the thesis
Why swarms are the next layer of intelligence
Three threads, one conviction: intelligence is emergent, and it lives in the connections.
Connectomics → agents
I studied the brain as the most complex known graph. The same wiring logic now shapes how I compose agents into resilient, parallel systems.
From-scratch discipline
I built ML algorithms line by line before the libraries made it easy. That discipline means I trust a model only when I can see inside it — and ship systems, not notebooks.
// now
What I'm building right now
The frontier moved from predicting tokens to performing work. I build the scaffolding that makes agents actually get jobs done.
LLM orchestration
Composing models, tools, memory, and feedback loops into end-to-end systems at Property Turkey.
Tool use & memory
Agents that plan, call tools, and act in the world — with memory that persists across turns.
Evals & feedback
Verifying the work actually happened — feedback loops that make agents trustworthy at scale.
// explore
Deeper into the hub
The story, the systems, the science — pick a thread.