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bugraguclu/README.md

Buğra Güçlü

“The best way to predict the future is to invent it.” — Alan Kay

Industrial Engineering and Business Administration student at Galatasaray University working on applied AI. Combines an engineering and business background to build LLM-driven pipelines, automate manual processes, and deploy self-hosted AI services in the cloud.

Passionate about building scalable AI-driven project architectures and orchestrating end-to-end AI workflow automations to optimize complex business processes. My goal is to bring the systems-design thinking of industrial engineering together with the sector knowledge of business, and apply both to AI.

Hands-on experience with:

  • Designing LLM-driven pipelines and agentic workflows with structured, validated outputs
  • Deploying and securing self-hosted AI services on cloud infrastructure
  • Mapping business processes and translating them into automation and optimization workflows
  • Applying data preparation, analytical modeling, and machine-learning workflows to business problems

Istanbul, Turkey


Currently working on

  • PureKo (K-Beauty Startup): Developed and launched belif.tr, the Turkish website of skincare brand belif; now building the startup's infrastructure from the ground up.
  • Industrial Engineering Thesis — Agent-Based vs. Rule-Based ATS Automation: Analyzing the cost-benefit trade-off between rule-based and AI-agent automation in a semi-structured decision, through the CV pre-screening step of the hiring process.

What I'm interested in

  • Agentic workflows — connecting LLMs, tools, and APIs into systems
  • Process automation — identifying repetitive business work and turning it into dependable software workflows
  • Human–machine synthesis — designing effective handoffs between human judgment and machine execution

Projects

Project Description Stack
BIST Analysis Platform · hisse-analizi.duckdns.org Stock analysis platform for Borsa Istanbul (BIST) with technical and fundamental indicators, ingestion of KAP filings and market data, event processing, and notification workflows. Python · FastAPI · PostgreSQL · Next.js · Docker
TUS Medical Exam Flashcard App · tusankim.vercel.app Anki-inspired cross-platform flashcard application designed for medical exam preparation. React Native · Expo · TypeScript · SQLite
Self-Hosted AI Agent Platform Private AI-agent deployment on AWS behind a Tailscale mesh VPN, with Telegram routing for multimodal workflows. AWS · Tailscale · OpenClaw · Telegram API
n8n AI News Digest End-to-end workflow that collects seven RSS feeds, applies deterministic quality filters, uses Gemini to rank and summarize stories, validates model output, and delivers a resilient Turkish HTML newsletter. n8n · Gemini API · JavaScript · SMTP
Chatbot QA Automation CSV-based regression testing CLI for stateful chatbot APIs, with isolated multi-turn sessions, response and context capture, deterministic answer checks, and transient-error retries. Python · pandas · pytest
QR Generator with Logo Browser-based QR generator with logo trimming and shape-adaptive backing. JavaScript · HTML5 Canvas

Background

Education

Galatasaray University — Istanbul, Turkey

  • Industrial Engineering · GPA: 3.17 / 4.00 · October 2021 – January 2027
  • Business Administration, Double Major · GPA: 3.29 / 4.00 · October 2023 – January 2028

Université de Lille — Lille, France
Business Administration, Erasmus Exchange Programme · September 2024 – January 2025

Experience

PureKo — Web & AI Intern, K-Beauty Startup
August 2026 – Present

  • Developed and launched belif.tr, the Turkish website of skincare brand belif, including CMS and cookie-based user analytics.
  • Building the startup's infrastructure from the ground up, supporting day-to-day technical operations, and resolving issues.

Enlighty AI — Intern, AI Startup
April 2026 – July 2026

  • Built a CSV-driven QA automation tool in Python for the company's chatbot API, replacing manual spot checks with a repeatable 120-question test set that can be re-run after each change and reviewed from a single output file.
  • Supported data-extraction work and internal operational workflows across the product and business sides.

Mavi — Planning Department Intern
February 2025 – August 2025

  • Supported Excel-based demand forecasting, production planning, data analysis, and reporting for the Denim Group.
  • Prepared analyses used in business improvement initiatives.

Galatasaray University Business Club — Vice President, Career Committee
September 2022 – September 2024

  • Led the club's career committee and organized university career events, including DepSeç, BizFest, and Yerinde Deneyim.

Nuh Çimento — Production Intern
July 2024 – August 2024

  • Rotated through four departments, observing end-to-end cement production and distribution, from quarry to port shipment.

Activities

GençTEMA Community — Support Committee Member
February 2025 – Present
Contribute to environmental and sustainability initiatives.

Kök Akademi — Volunteer Coach
February 2023 – July 2023
Coached an earthquake-affected student for the university entrance examination, supporting her goal of attending her dream university.

Yetkin Gençler (YetGen) — Trainee
April 2023 – June 2023
Completed a 14-week program covering Excel modeling, algorithmic thinking, and entrepreneurship.


Languages

Turkish — Native
English — Professional Working Proficiency
French — Professional Working Proficiency


Contact

LinkedIn Email


Tech

AI & Automation

Machine Learning n8n LLM APIs OpenClaw

Programming

Python JavaScript TypeScript

Web & Mobile

Astro Next.js React Native Expo

Backend & Data

FastAPI PostgreSQL SQLite pandas Excel

Infrastructure & Delivery

AWS Docker GitHub Actions DigitalOcean Vercel Oracle Cloud

Popular repositories Loading

  1. hisse-analizi-dashboard hisse-analizi-dashboard Public

    BIST hisse analiz platformu: teknik/temel analiz, KAP bildirimleri, makro veriler, fiyat takibi. Python/FastAPI + Next.js Dashboard

    Python 12 1

  2. tus-flashcard-app tus-flashcard-app Public

    Anki-inspired cross-platform flashcard app for medical exam (TUS) preparation.

    TypeScript 2

  3. chatbot-qa-automation chatbot-qa-automation Public

    Reads chatbot test questions from an Excel/CSV file, runs them in stateful sessions, and verifies bot responses against expected answers.

    Python 1

  4. n8n-ai-daily-news-reporter n8n-ai-daily-news-reporter Public

    An n8n workflow that reads seven international news feeds, scores each story with an LLM, and emails a Turkish-language digest.

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  5. qr-generator-with-logo qr-generator-with-logo Public

    Browser-based QR code generator that embeds a company logo with a soft glow effect. Vanilla JS, no dependencies.

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  6. bugraguclu bugraguclu Public