Back to Home

Kahraman
Bayraktar

AI Engineer / Software Architect

Bodrum, Turkey••••••••••••••••••••••••••••••••••LinkedIn

Professional Experience

Founding Architect | Independent R&D

Bodrum (Remote) | 2025 – Present

  • AI-Powered CDSS & Life Coach: Spearheaded the end-to-end design of a RAG-based Clinical Decision Support System for physicians and an automated AI Life Coach for patients.
  • Technical Strategy: Orchestrated the entire stack: UI/UX design (Next.js), high-performance backend (Python/FastAPI), and vector storage (Supabase/PostgreSQL).
  • Innovation: Bridged healthcare/wellness industry insights with modern GenAI capabilities to build functional medical technology prototypes.

Career Break & Hands-on AI Exploration

Bodrum | 2024 – 2025

  • Planned transition from corporate roles to focus on deep-diving into Generative AI and exploring wellness industry entrepreneurship.
  • Focused on rapid prototyping of AI agents and RAG optimization techniques through direct implementation.

Software Engineer | Pentanom & Hyve Group plc

2015 – 2024

  • Data Orchestration: Managed complex data transfer pipelines and ETL processes using Azure Cloud services and Logic Apps.
  • Real-time Processing: Implemented monitoring tools and notification systems requiring real-time data handling (SignalR/Hangfire).
  • Enterprise Modernization: Established DevOps practices and CI/CD pipelines to support large-scale software deployments.

Early Career & Software Foundation

Istanbul | 2005 – 2015

  • Netmarble TR / Acer Pro: 10+ years of building core services, APIs, and middleware systems, providing a solid engineering foundation for complex AI integrations.

Profile

Senior Software Engineer with an M.Sc. in Software Engineering from Boğaziçi University (Focus: Deep Learning & Neural Networks). Specialized in architecting Generative AI (LLM/RAG) solutions and building high-performance Python-based prototypes. Combines 20 years of core engineering experience with modern AI technologies to deliver production-ready intelligent applications.

Top Skills

AI & LLM

RAGLangChainAI AgentsVector DBs (Supabase/FAISS)Prompt Eng.

Python Stack

Python 3.xFastAPIStreamlitPyTorch

Backend & Infra

.NET 8/9 / C#Microservices / gRPCDocker / CI-CD

Data & Frontend

PostgreSQL (PGVector)RedisNext.js 14 / React / Tailwind

Education

M.Sc. Software Engineering

Boğaziçi University (2019 – 2021)

Thesis/Focus: Deep Learning, Neural Networks, Python development.

B.Sc. Food Engineering

Ege University (1996 – 2001)

Info

  • Work Auth Bulgarian (EU) & Turkish National
  • Languages English (Advanced - C1), Turkish (Native)
  • Interests Change Psychology, Healthy Living
KB