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snowwhiteman42/README.md

Hi, I'm Ilia 👋

PhD chemist → applied AI & data analysis. I evaluate and build with large language models, design prompting and AI workflows, and automate data work in Python.

🔬 9+ years turning complex, multi-source data into clear conclusions. 🤖 Now focused on applied AI: LLM evaluation, prompt engineering, MCP workflows, Python automation.

🚀 Featured

  • llm-cv-tailoring-engine — a system-prompt engine that turns a job description + structured evidence into a tailored, truthful one-page CV with a full numerical audit. Truth-as-constraint design, non-compensatory fit scoring, 17-gate validation.
  • ai-enablement-toolkit — a practical toolkit for reviewing and improving Custom GPT prompts: prompt cards, test cases, guardrails, and failure-pattern logs for human-in-the-loop validation.
  • math-arena — a browser-based mental math trainer for consulting/quant-trading interview prep: adaptive difficulty, timed drills, 40+ pattern-specific task generators.
  • Fortune_telling_bot & Luck_coach_bot — two Telegram bot prototypes: one LLM-powered (prompt design, i18n, voice input), one deterministic (SQLite stats, data persistence).

🛠️ Skills

Python · LLM evaluation · Prompt engineering · Custom GPT / GPT Builder · Telegram Bot API · LLM APIs (DeepSeek/OpenAI) · MCP servers · Claude Code · SQLite / relational data · Whisper / voice-to-text · Bash · Excel/VBA automation · data cleaning & analysis

🌱 Currently learning

SQL · Power BI (Microsoft PL-300 track) — building toward BI / data-analytics reporting.

📫 Connect

Popular repositories Loading

  1. Luck_coach_bot Luck_coach_bot Public

    Telegram bot game with SQLite stats — Python, async, data persistence

    Python

  2. Fortune_telling_bot Fortune_telling_bot Public

    LLM-powered Telegram bot — async Python, DeepSeek API, Whisper, i18n (RU/EN/PL)

    Python

  3. llm-cv-tailoring-engine llm-cv-tailoring-engine Public

    An evidence-bound system-prompt engine that turns a job description + a structured evidence file into a tailored, truthful one-page CV with a full numerical audit. A prompt-engineering / LLM-applic…

  4. snowwhiteman42 snowwhiteman42 Public

    Profile README for Ilia Smirnov - PhD chemist pivoting to applied AI and data analysis: LLM evaluation, prompt engineering, Custom GPTs, Python automation, MCP workflows. Featured: an evidence-boun…

  5. ai-enablement-toolkit ai-enablement-toolkit Public

    Practical AI enablement toolkit for Custom GPT prompt review: prompt cards, test cases, guardrails, failure logs, and human-in-the-loop validation.

    HTML

  6. math-arena math-arena Public

    Browser-based mental math trainer for consulting and quant-trading interview prep, with adaptive difficulty and timed drills.

    HTML