AI-native systems
Agents that can remember, use tools and do useful work without pretending they never fail.
Independent practice
Tuğra
Tengilimoğlu
Independent technologist, researcher & systems builder.
I’m curious about how things really work. I spend my time researching difficult questions and turning what I learn into software, products and experiments.
About me
I’ve never been very good at staying in one lane.
I got into computers by messing with them. I took things apart, found the limits and tried to build my own. That instinct never really went away.
Journalism taught me to check sources, question neat explanations and keep digging. Engineering gave me a way to turn what I found into something useful. Building products made the whole process answer to real people.
These days I often describe myself as an AI systems architect, though the work still pulls me into full-stack product engineering, cybersecurity, independent research and entrepreneurship.
Most of what I do starts the same way: I get curious, keep digging and eventually need to build something.
How I think
A few habits I keep coming back to.
I trust primary sources, working prototypes and questions that make things a little uncomfortable.
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01
Question the frame.
Before solving a problem, I want to know who defined it and what they left out.
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02
Look where things break.
Failure usually tells the truth about a system faster than the happy path does.
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03
Go to the source.
I would rather read the evidence, connect the dots and make up my own mind.
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04
Build to learn.
Some questions only become clear once there is something real to test.
What I work on
Things I keep coming back to.
The list changes as I learn. These are the threads that have stayed with me.
Software & infrastructure
The less glamorous foundations that make products dependable in the real world.
Cybersecurity & OSINT
How systems fail, how claims hold up and what public information can reveal.
Product & entrepreneurship
Taking an unclear idea and doing the awkward work required to make it real.
Technology & society
What new technology changes about power, coordination and the lives people can build.
Currently building
cony.app ↗Cony
AI-native social matching
Cony is my attempt to make finding the right people less dependent on luck. It uses intent, context and mutual compatibility to create better matches.
Say hello
Want to compare notes?
If you’re building something ambitious, investigating a messy question or just think we’d have an interesting conversation, write to me.