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turancannb02/README.md

Hi there, I'm Turan 👋

🔭 What I'm working on

  • Evaluating spec-driven agentic development (Spec Kit vs. OpenSpec): where coding agents help and where humans need to stay in the loop
  • Benchmarking AI coding agent configurations on reliability rate, tokens per success and turns to resolution
  • Fine-tuning small local models with LoRA (mlx-lm) for a personal assistant
  • Side builds: an iOS memory app and an ESP32 e-paper home dashboard

🌱 What I'm learning

  • Running coding agents in locked-down, sandboxed environments
  • Planning and reasoning strategies in agentic systems
  • LoRA fine-tuning and evaluation for small on-device models

💬 Ask me about

  • Measuring whether AI coding agents actually help, beyond vibes
  • Multi-agent LLM systems (built one for real-time network optimization during my MSc thesis)
  • Designing reproducible ML experiments
  • Turning research prototypes into working tools
  • Running local LLMs (Ollama, MLX) for practical tasks
  • Python data workflows and ETL pipelines

⚡ Fun fact

Built my first LLM agent on a 5G testbed. Still not sure which part was harder.


🌐 Socials

GitHub LinkedIn


💻 Tech Stack

Python PyTorch TensorFlow scikit-learn Ollama MLX FastAPI Pandas NumPy Plotly Matplotlib SciPy Databricks Apache Spark Delta Lake Azure DevOps GitHub Actions Jira Grafana SonarQube Pydantic Apache Airflow Docker SQLite Git GitLab Bash Script LaTeX nVIDIA

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