JA.JINSEONG AHN SOFTWARE ARCHITECT
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LAB / INDEPENDENT / RESEARCH / 2026.02

Epic Invest — Genetic Strategy Research

PROJECT I explored genetic programming to generate crypto strategy formulas and assess candidates through cost-aware historical backtests.

SKILLS Python · DEAP · NumPy · Pandas · Backtesting

HIGHLIGHT Strategy evolution and cost-aware backtests; research results only.

OVERVIEW

About the project

Explores crypto strategies with genetic programming. Generates and evaluates candidate trading formulas. Runs cost-aware backtests for research.

DEVELOPMENT JOURNEY

How the work evolved

Evolving strategy candidates

I explored genetic programming with DEAP to generate trading formulas and evaluate candidates using NumPy/Pandas backtests. I later restored a baseline strategy and improved state carry in the backtest kernel.

Research and evaluation

I keep research hypotheses, historical simulations and paper-mode results distinct from actual trading outcomes.

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