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Hello, I am Koray Sirin — AI Developer

I develop multi-agent systems with Python, LangGraph and CrewAI. I create solutions in artificial intelligence and machine learning, and design LLM-based intelligent assistants.

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Experience

Intellica

Intellica

AI Developer — Intern

July 2026 - August 2026

Ataşehir / Istanbul

Technologies

Python

LangGraph

CrewAI

RAG

SQL

• Worked on Agentic AI development, building both multi-agent and single-agent LLM chat systems.

• Gained hands-on familiarity with the LangGraph and CrewAI frameworks.

• Built knowledge of vector databases and implemented a RAG pipeline.

• Contributed to a portfolio intelligence assistant covering financial data analysis and user interaction.

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Projects

An end-to-end enterprise platform that predicts customer churn, validates retention campaigns through A/B testing, and uses Agentic AI/RAG to generate personalized re-engagement offers.

Technologies

PythondbtMLflowFastAPIReactLangGraphpgvectorXGBoost

A deterministic validation layer that catches numeric hallucinations in LLM output by checking extracted numbers, percentages, currencies and ratios against ground truth. No LLM in the loop — every verdict is rule-based and reproducible.

Technologies

PythonFastAPILangChainLangGraphPydanticpytestHypothesisRich

A self-hosted, multi-agent knowledge operating system built on Open Notebook, adding agent orchestration, verified research, and study-material generation on top of a privacy-focused research assistant.

Technologies

TypeScriptPythonNext.jsReactFastAPISurrealDBLangGraphLangChain

Multi-agent version of the portfolio assistant with advanced UI/UX, charts and financial metrics. Coordinates Controller, Planning, Reflection, Critic, Decision and other agents to turn market data, news and RAG into a single investment strategy.

Technologies

PythonLangGraphCrewAIRAGMulti-AgentLLM

About me

Me

About me

Koray Sirin

MIS undergraduate at Istanbul Medipol University. Aspiring AI Engineer with focus on Artificial Intelligence, Machine Learning, and Multi-Agent Systems. Eager to gain experience in intelligent automation.

Skills

PythonPandasNumPyScikit-learnXGBoostLangGraphCrewAIRAGLLMMachine LearningData ScienceSQL

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Blog

If you've made it this far, let's talk.

My

Journey