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Experiment2021—Now

Trading Bot

An automated market experiment for identifying momentum and executing rule-based trades.

Window
12 hr
Mode
Automated
Stage
Research

Overview

What it is

A long-running engineering experiment around market data, signals, automation, and the discipline required to test a strategy without confusing a compelling chart for evidence.

The interesting part

The challenge

The difficult part is not placing an order. It is creating repeatable rules, controlling risk, handling unreliable data, and separating a genuine signal from noise or overfitting.

Selected work

What I built

  • Created a custom algorithm intended to identify possible twelve-hour momentum events.
  • Built automated buy and sell execution with explicit state and failure handling.
  • Developed supporting tooling for observing decisions, reviewing behavior, and iterating on the strategy.

Result

Outcome

The project remains an experiment rather than a product claim. It continues to be a useful test bed for data pipelines, automation, and skeptical evaluation.