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bugraguclu/README.md

Buğra Güçlü

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

Industrial Engineering & Business Administration student at Galatasaray University, combining engineering and business background with AI systems.

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

  • Industrial Engineering Thesis — Agent-Based vs. Rule-Based ATS Automation: Conducting an experimental analysis to identify the cost and accuracy break-even point where LLM agents outperform keyword filtering for ambiguous candidate profiles.

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

What I'm learning

  • RAG systems — hybrid retrieval, re-ranking, and chunking strategies for complex, long-form documents
  • Machine learning — end-to-end data collection, validation, preparation, transformation, and evaluation

Projects

Project Description Stack
hisse-analizi-dashboard BIST analysis platform with technical and fundamental indicators, KAP ingestion, and alerts Python · FastAPI · PostgreSQL · Next.js · Docker
chatbot-qa-automation CSV-driven regression testing CLI for stateful chatbot APIs, with CI checks Python · pandas · pytest · GitHub Actions
n8n-ai-daily-news-reporter Automated Turkish newsletter: RSS collection, LLM ranking and summarization, HTML delivery n8n · Gemini API · JavaScript · SMTP
tus-flashcard-app Anki-inspired cross-platform flashcard app designed for medical exam preparation. React Native · Expo · TypeScript · SQLite
qr-generator-with-logo Browser-based QR generator with logo trimming and shape-adaptive backing JavaScript · HTML5 Canvas

Background

Education

Galatasaray University — Industrial Engineering · GPA: 3.17 / 4.00
October 2021 – January 2027

Galatasaray University — Business Administration, Double Major · GPA: 3.29 / 4.00
October 2023 – January 2028

Université de Lille — Erasmus, Business Administration
September 2024 – January 2025

Experience

Enlighty AI — Intern, AI Analytics 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 side.

Mavi — Planning Department Intern
February 2025 – August 2025
Supported forecasting, production planning, data analysis, reporting, and process-improvement initiatives within Mavi's planning team for the Denim Group.

Nuh Çimento — Production Intern
July 2024 – August 2024
Rotated through four departments to observe end-to-end cement production and distribution, from quarry operations to port shipment.

Galatasaray University Business Club — Career Committee, Team Member → Vice President
September 2022 – September 2024
Organized career events including DepSeç, BizFest, and Yerinde Deneyim.

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 training program focused on professional and personal competencies.


Languages

French — Professional working proficiency
English — Professional working proficiency
Turkish — Native


Contact

LinkedIn Email


Tech

Languages

Python JavaScript

Backend & Data

FastAPI pandas

AI & Automation

n8n LLM APIs OpenClaw

Infrastructure & Delivery

AWS EC2 Docker GitHub Actions DigitalOcean

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

    TypeScript 5

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

    TypeScript 1

  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. 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.

    HTML

  5. 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.

  6. bugraguclu bugraguclu Public