AI-native systems
Agents, context, memory, tools, evaluation and reliable orchestration.
Independent practice · Ankara
Tuğra
Tengilimoğlu
Independent technologist, researcher & systems builder.
I explore, design and build systems across artificial intelligence, software, security, open-source intelligence and human coordination.
01 · About
My work has never fit neatly inside a single discipline.
I started with computers—learning by taking systems apart, finding their limits and building my own. That instinct still shapes how I work.
Journalism taught me to examine sources and test claims. Engineering lets me turn those conclusions into working systems. Entrepreneurship makes every idea answer to people, incentives and reality.
The thread connecting it all is simple: understand the system beneath the surface, then make something better.
02 · Mindset
How I approach difficult problems.
Tools change quickly. The habits used to understand them should last longer.
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01
Start beneath the assumptions.
Understand incentives, constraints and first principles before the accepted frame.
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02
Look for the failure modes.
Boundaries, dependencies and broken paths often reveal the real system.
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03
Find signal at the source.
Connect evidence across fields and form an independent view.
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04
Make the idea operational.
Build, ship and test it where assumptions have consequences.
03 · Work & inquiry
Where my attention goes.
Different views into one recurring question: how information becomes judgment, action and coordination.
Software & infrastructure
Products, platforms, distributed services, data and operations.
Cybersecurity & OSINT
Threat models, source verification and investigative research.
Product & entrepreneurship
Turning ambiguity into architecture, positioning and execution.
Technology & society
AI, human coordination, scientific progress and the long future.
04 · Currently building
Active project
Cony
An AI-native social matching platform for discovering meaningful connections through intent, context and mutual compatibility.
Visit cony.app ↗05 · Journey
One curiosity, followed outward.
Computers led to software and security. Security led to intelligence and research. Journalism sharpened how I evaluate evidence and communicate complexity.
Engineering turned those habits into products. Today, AI-native systems bring the whole path together: investigation, architecture, human judgment and real-world execution.
06 · Contact
Have a difficult problem?
I am always interested in ambitious technology, independent research and ideas that cross conventional boundaries.