0x7a3f...e29c
Strategies / Marketplace My library Following Leaderboard Discussions Learn
Quantum Academy

Learn.

From first deposit to your first vault. Written by traders who actually run the strategies they teach.

⌘K
Tracks
Pick your starting point · save progress as you go
Track 01 · 90 min

Quant 101

Why on-chain quant is different. Glossary, mental models, your first paper trade.

3 of 4 lessons continue →
Track 02 · 3h 20m

Strategy design

From a hunch to a tradable rule. Signal, sizing, exits, regime awareness.

2 of 6 lessons continue →
Track 03 · 2h 40m

Backtesting honestly

The five ways every backtest lies and how to make it confess.

0 of 5 lessons start →
Track 04 · 2h 10m

Going on-chain

Solver routes, MEV protection, mempool reality. What changes when there's no exchange.

0 of 4 lessons start →
featured · deep dive May 8 · updated this week

Why your backtest is lying to you.

Every backtest contains at least one of these five lies. Most contain three. The good news: you can usually catch them with five extra minutes of work. The bad news: nobody does it.

"Survivorship bias is the cheap one. The expensive one is overfitting to the date range you happened to pick."

Kira Tanaka
@kira.eth · author rank #1
·
2,408 reads · 148 comments · 62 saves
Same strategy · two truths 2023-01 → 2025-04
+148% +62%
Backtest, no costs Same strategy, real fills
The gap is 86 percentage points over 28 months. That's the cost of five hours of additional review.
All articles
All Articles Videos Deep dives Glossary
Strategy design

The 2-line signal that beats most ML models

Sometimes the boring exponential moving average is doing 90% of the work. Here's how to know.

Ben Karras·8 min read
14:22
Video

Solver routing, explained slowly

What CowSwap, 1inch, and Across actually do when you submit a swap. With a whiteboard.

Samir Bhatt·14 min watch
Deep dive

Kelly sizing for noisy alpha

The textbook Kelly formula assumes you know your edge. You don't. Here's the half-Kelly compromise.

Paolo Lenzi·22 min read
On-chain

MEV: when the mempool is the casino

Sandwich attacks, JIT liquidity, priority fees. What every on-chain trader needs to understand by Tuesday.

Kira Tanaka·11 min read
Tutorial

Reading a Sharpe ratio like a poker hand

A 3.0 over a year tells you something. A 5.0 over a month tells you nothing.

Ophelia Vance·6 min read
26:18
Video

Live: building a funding-rate scanner in 30 minutes

From zero to a working scanner across Hyperliquid, Drift, and dYdX. Code on screen.

Paolo Lenzi·26 min watch
Quant 101

What "edge" actually means

An edge is a stable property of the market. It is not a great month. Here's how to tell them apart.

Kira Tanaka·5 min read
Deep dive

Cointegration on-chain: the pairs nobody trades

cbBTC/WBTC, stETH/ETH, and seven other quietly cointegrated pairs hiding in plain sight.

Ben Karras·18 min read
Going on-chain

When to bridge, when not to

Cross-chain costs more than the bridge fee. The unmodeled costs are where most strategies lose money.

Théo Garnier·9 min read