Same system, three different traders
Same code, same market, three time periods. One made $964, one lost $217, one's up $321. The difference wasn't the algorithm.
•4 min read
Crypto Trading Agent
Autonomous trading agent that I'm using as my personal crypto trading agent, it trades coins. It's not a product that I offer to clients.
Launched: January 2026•
Status:Mvp
Current Metrics
Win Rate
39.0%
Percentage of profitable trades
Total Profit
$1,136
Cumulative profit/loss
Total Trades
102
Number of trades executed
Avg Annual Return
681.5%
Average annualized return
Last updated: February 27, 2026
Technology Stack
PythonStreamlitSQLiteRailwayDockerCCXTOpenrouterCoinbase Advanced Trade APITA-LibPydanticbcryptPRAW (Reddit API)FMP API
Build Journey Posts
Building David, Not a Smaller Goliath
How a trading agent reveals the game retail can actually win — by playing where the funds can't or won't go, and learning to love the play.
•13 min read
I trade three coins, not fifteen
Coinbase lists 15 perp markets. Most alts are leveraged BTC with noise. The case for staying with three, and the one coin I'd seriously paper-test.
•4 min read
Now the Real Data Starts
Seven months of building bought me a system that finally tells the truth about itself. The data those seven months produced is mostly unreadable. The clock just started, and not a moment too soon.
•9 min read
What Building a Trading Bot Taught Me About Building Trading Bots
Across 200 trades, the bot was rarely wrong about the market. It was wrong about itself. The dominant failure mode wasn't strategy. It was a system lying to itself about what it was doing.
•8 min read