Bayesian modeling with PyMC. Build hierarchical models, MCMC (NUTS), variational inference, LOO/WAIC comparison, posterior checks, for…
Performs placebo-in-time sensitivity analysis to validate causal claims.
Use pyo3asyncruntimes for async Python callbacks (~28x faster than spawnblocking for fast ops).
Guides the agent on how to run clean python styling, Black/Ruff compliance checks, and pytest execution on changed python scripts.
Pythia event generation skill for proton-proton and lepton collisions at high energies
Pythonic code with modern type hints, dataclasses, async patterns, packaging, and testing
Reviews Python code for type safety, async patterns, error handling, and common mistakes.
Python code style, linting, formatting, naming conventions, and documentation standards.
Python configuration management via environment variables and typed settings.
Python design patterns including KISS, Separation of Concerns, Single Responsibility, and composition over inheritance.
When to activate: Dockerfile for Python, CI for Python, GitHub Actions, uv, production deployment, health checks
Use when writing Python code for DSGE models, HANK models, numerical economic computation, causal inference, or quantitative economic data…
This skill should be used when writing, reviewing, or refactoring Python code.
Complete Python Cloudflare deployment system.
Master Python from fundamentals to advanced OOP, async programming, and web frameworks.
Systematically refactors Python code to improve maintainability, readability, and performance using industry-standard design patterns and…
Python resilience patterns including automatic retries, exponential backoff, timeouts, and fault-tolerant decorators.
Python resource management with context managers, cleanup patterns, and streaming.
Python language expert -- debugging, packaging (PyInstaller/Nuitka/cx_Freeze), testing (pytest/unittest), type checking (mypy/pyright)…
Use pytest as the testing framework for its powerful features and clean syntax. pytest automatically discovers tests following these…
Force Python versions via uv for cloud compatibility.