# pip install curiosity==∞
from datetime import datetime

from pydantic import BaseModel


class Keyhan(BaseModel, frozen=True):
    """
    ML Engineer who treats research like spelunking—
    you don't know what you'll find until you're deep enough
    that turning back costs more than pushing forward.
    """

    power_on: datetime = datetime(1995, 1, 7)
    coords: tuple[float, float] = (32.6539, 51.6660)
    role: str = "ML Engineer & Researcher"
    fuel: str = "single-origin espresso, 18 g, 25 s, 93 °C"

    principle: str = "Theory is the map; implementation is the territory."
    operating_mode: str = "10-12 hours/day, no weekends. It's not work; it's the game."

    focus: list[str] = [
        "Deep Reinforcement Learning (DRL) for complex control",
        "High-Performance Computing (HPC) & Custom Kernel Optimization",
        "Financial AI & Quantitative Systems",
        "Autonomous Agents & LLM Orchestration",
        "Scalable MLOps, Data Pipelines & Production Deployment",
        "Neural Architecture Search (NAS) & HPO",
    ]

    stack: dict[str, list[str]] = {
        "Languages": ["Python", "C++"],
        "ML Frameworks": ["PyTorch", "TensorFlow"],
        "RL Toolkits": ["Gymnasium", "RLlib", "Stable-Baselines3", "Tianshou", "CleanRL"],
        "HPO & NAS": ["Optuna", "Custom NAS Frameworks", "Ray Tune"],
        "Data Orchestration": ["Pandas", "NumPy", "Numba", "Parquet", "HDF5", "Apache Spark"],
        "Databases": ["MongoDB", "InfluxDB", "SQL"],
        "Deployment & MLOps": ["FastAPI", "Docker", "Git", "CI/CD", "Pydantic"],
        "Web Automation": ["BeautifulSoup", "Playwright"],
        "OS": ["Linux"],
    }

    def philosophy(self) -> str:
        return """
        The gap between a brilliant paper and a production-ready system is a chasm 
        of broken dependencies, hidden bottlenecks, and flawed assumptions. My work 
        lives in that chasm. I write the code that bridges it—transforming theoretical 
        edge into tangible, performant, and maintainable software.
        """