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alexkorol/README.md

Hi, I'm Alex Korol

LinkedIn Portfolio Email

AI/ML Engineer building LLM fine-tuning pipelines, RAG systems, and evaluation tooling.

Prosody — LLM lyric generation pipeline

Multi-stage fine-tuning system for creative text generation: LoRA/QLoRA fine-tuning, custom reward models, GRPO optimization. The public components:

  • prosody-judge — LLM-as-a-judge evaluation layer. Scores both reasoning traces and final lyrics across 8 rubric dimensions, with 3-run self-consistency, consensus flagging, and structured JSON output used as GRPO reward signal.
  • songcraft-rag — knowledge-retrieval layer. 45-document, 2,376-page songwriting & music theory corpus indexed into 7,370 chunks; local ONNX embeddings, ChromaDB, cited answers via CLI and FastAPI.

Tools

  • repo2GPT — turns any repository into an LLM-ready repo map plus consolidated code bundle. Language-aware summaries for Python, JS/TS, Go, Rust, Ruby, and PHP.
  • pixel-perfecter — reconstructs clean, grid-aligned sprites from diffusion-generated pixel art. Grid estimation and color-cell reconstruction core, PySide6 GUI, batch CLI.

Stack

Python · PyTorch · Hugging Face · LangChain · ChromaDB · OpenAI/Anthropic APIs · FastAPI · React · Node.js · MLX · llama.cpp

Azure AI Engineer Associate certified · Based in WA · Open to AI/ML engineering roles

Pinned Loading

  1. prosody-judge prosody-judge Public

    LLM-as-a-judge evaluation for AI-generated lyrics — 8 rubrics, multi-run self-consistency, structured scores for GRPO reward shaping

    Python

  2. songcraft-rag songcraft-rag Public

    RAG over 45 songwriting-craft and music-theory documents — LangChain, ChromaDB, local ONNX embeddings, FastAPI, cited answers

    Python

  3. repo2GPT repo2GPT Public

    Repo2GPT is a Python application that clones a GitHub repository and generates a tree diagram of the repository's file structure and a consolidated text file containing all the code files in the re…

    Python 10 2

  4. pixel-perfecter pixel-perfecter Public

    Turns diffusion-generated "pixel art" into clean grid-aligned sprites — grid estimation, color-cell reconstruction, PySide6 GUI + batch CLI

    Python