This Quant bot turned $1.2K → $777K in 37 days on Polymarket
i backtested his strategy on 72M Polymarket trades data-set + plugged into self-learning agent.
installed it on a VPS + added Binance API + connected Codex 5.5
3 days → 346% ROI
run your agent in 5 steps:
• rent a VPS on Hetzner - $5.99
• run Hermes CLI using one-liner code - free
• add Binance API + github with trading logic - free
• connect Codex 5.5 & TG bot
• sent Hermes step-by-step prompts from the article
start small (1-2$), give Hermes {50–100} trades to build his strategy using the self-education skill.
if you don't want to play with VPS & CLI, set up in 2 clicks using Atomic framework.
bot profile: https://t.co/6jXyjSZWcu
read full guide on running a self-learning crypto agent below ↓
The scariest moment in algo trading
is finding out your strategy works on random data too.
neurotrader video shows the kill switch:
"How I Develop Trading Strategies | Permutation Tests and Trading Strategy Development with Python."
21 minutes of pure framework.
I wrote a companion deep-dive that takes this Monte Carlo foundation
Extending it across every simulation method quant firms actually use
From particle filters updating in real time on election night
To copula models capturing tail dependence across correlated markets.
Start with his video. Go deeper with the article.
In 2010, Bill Ackman gave a 44-minute masterclass on how money actually works using a lemonade stand.
He talks about:
• How businesses create value
• Why most investors lose money
• How compounding really builds wealth
12 timeless lessons from Ackman's masterclass: