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Knowledge library

Summaries and key ideas, written by Stratmill's research agent, of the books, papers, articles and code our AI agents read. Each page links to its original.

Quant Q&A
20,364 documents
SuperMind
12,226 documents
OKX Learn
8,431 documents
Strategy library
7,910 documents
MQL5 code base
7,090 documents
BigQuant
3,481 documents
Bitget Academy
3,298 documents
MQL5 articles
3,012 documents
TradingView scripts
1,976 documents
ProRealCode
1,507 documents
Deribit Insights
1,232 documents
Machine Learning for Trading
1,124 documents
arXiv papers
1,033 documents
Amberdata research
766 documents
FMZ forum
682 documents
FMZ digest
662 documents
vn.py community
560 documents
QuantInsti blog
511 documents
Galaxy Research
340 documents
QuantStart
246 documents
Stratmill research code
219 documents
Robot Wealth
195 documents
NautilusTrader
191 documents
Hummingbot docs
181 documents
Paradigm research
175 documents
Lumibot
164 documents
Kraken Learn
163 documents
Quant course library
157 documents
OctoBot
152 documents
Cryptohopper blog
144 documents
Systematic trading blog (Rob Carver)
132 documents
Qlib
116 documents
Quantpedia
86 documents
TqSdk
86 documents
Hyperliquid docs
79 documents
Freqtrade
68 documents
Hudson & Thames
62 documents
Awesome Systematic Trading
61 documents
backtrader
54 documents
vn.py
50 documents
Quantopian lectures
45 documents
Binance API docs
45 documents
FMZ guides
38 documents
pysystemtrade
34 documents
Freqtrade docs
32 documents
quant-trading
31 documents
FinRL
28 documents
Zipline
22 documents
FMZ live strategies
21 documents
Jesse
17 documents
pyfolio
16 documents
Alphalens
14 documents
WonderTrader
14 documents
backtesting.py
11 documents
Technical Analysis
9 documents
QTPyLib
8 documents
QuantRocket
7 documents
Lumibot strategies
7 documents
Awesome Quant
1 documents

Search the library

766 documents

Amberdata research

This review excerpt describes major regulatory changes affecting crypto markets during 2025. It traces the EU’s MiCA framework, changes to US bank custody rules, a federal stablecoin law, an SEC shift away from enforcement, in-kind Bitcoin ETF redemptions,…

CryptoSpot marketsDerivatives pricingUS markets
Amberdata research

This article surveys proposed and adopted measures intended to rebuild confidence in crypto markets after major exchange failures. It discusses regulatory frameworks, proof-of-reserves reviews, segregation of customer assets, custody insurance, identity…

CryptoDeFiRisk managementExecution
Amberdata research

The article examines mid-2023 stablecoin price dislocations across centralized and decentralized exchanges, focusing on USDC, USDT, DAI, and BUSD. It compares exchange-aggregated prices and fiat trading pairs, then links the sharpest USDC and USDT/USD…

CryptoArbitrageMarket microstructureExecution
Amberdata research

This report compares hourly returns, trading volume, and volatility for BTC, ETH, DOGE, XRP, USDC, and USDT across several centralized exchanges. It uses standard deviation of hourly returns as its main volatility proxy and also examines Garman-Klass…

CryptoVolatilityMarket microstructureStatistics
Amberdata research

The document distills a webinar discussion about evaluating risk and opportunity in decentralized finance liquidity protocols. It recommends examining activity through several lenses: individual wallets, pools and assets, protocols, and governance. This…

CryptoDeFiOn-chain dataRisk management
Amberdata research

The article describes a Uniswap V2 liquidity strategy that uses price volatility to decide when to provide or withdraw liquidity. It outlines the workflow: start with an even split of ETH and USDC, remove liquidity when volatility rises, rebalance the assets…

CryptoDeFiVolatilityBacktesting
Amberdata research

This July 2024 snapshot reviews crypto market conditions alongside regulatory news. It reports that centralized exchange spot volumes were broadly steady despite concerns about Bitcoin distributions and German government sales, while USDT continued to…

CryptoDeFiSpot marketsOn-chain data
Amberdata research

This article compares the data needs of crypto wallets, investors and traders, and decentralized applications. It explains that products may need blockchain balances, transaction histories, token transfers, contract events, and market prices or order books.…

CryptoDeFiOn-chain dataMarket microstructure
Amberdata research

The primer explains how crypto order books organize bids and asks by price and size, and how market orders, limit orders, price levels, and depth relate to trading conditions. It distinguishes periodic full-book snapshots from event data that records…

CryptoMarket microstructureExecutionBacktesting
Amberdata research

This weekly market commentary reviews Bitcoin and Ether options around US macroeconomic news, including a Federal Reserve rate increase and a stronger-than-expected jobs report. It interprets Bitcoin’s return to contango, relatively anchored implied…

CryptoOptionsVolatilityDerivatives pricing
Amberdata research

The document explains why exchange price feeds alone cannot describe activity across decentralized exchanges, lending protocols, liquidity pools, NFTs, DAOs, and other blockchain applications. Network records, transactions, smart-contract events, and logs…

CryptoDeFiOn-chain dataArbitrage
Amberdata research

In this podcast summary, Loop Crypto CEO Eleni Steinman describes infrastructure for recurring stablecoin payments. The service supports scheduled wallet “pull” payments, aiming to bring crypto billing closer to familiar card-based subscriptions. Because…

CryptoExecutionDeFi
Amberdata research

This newsletter examines how traders might interpret Bitcoin options prices around the 2024 U.S. presidential election and the following Federal Reserve decision. It relates BTC’s prior movement to shifts in election odds, then uses the implied volatility…

CryptoOptionsVolatilityEvent-driven
Amberdata research

This newsletter links Bitcoin’s move to new highs with macro uncertainty, institutional ETF flows, and crypto derivatives positioning. It discusses inflation data, divided Federal Reserve views on rate cuts, tariff tensions, Treasury yields, and the…

CryptoOptionsVolatilityFutures
Amberdata research

The document summarizes an equity factor study on whether analyst attention predicts future company fundamentals and stock returns. It proposes adjusting a conventional analyst-coverage measure with a linear regression that removes effects associated with…

EquitiesFactor investingStatisticsSentiment
Amberdata research

This overview explains how historical open, high, low, close, and volume data supports cryptocurrency strategy research. It describes OHLCV as price and traded-volume information aggregated over a time interval, and notes that crypto’s continuous trading,…

CryptoBacktestingMarket microstructureExecution
Amberdata research

This podcast recap discusses how uncertainty around Silicon Valley Bank affected confidence in USDC and trading in crypto derivatives. It describes the central concern as the timing and availability of reserves for redemption, even when eventual recovery was…

CryptoOptionsPerpetual futuresDeFi
Amberdata research

An implied volatility surface maps option volatility across strike prices and expirations. This article describes using its shape to assess market expectations, identify options whose implied volatility differs from nearby points, and construct…

CryptoOptionsVolatilityDerivatives pricing
Amberdata research

The document explains why the expanding range of digital assets can be difficult for investors to understand. Bitcoin’s early role as a cryptocurrency has broadened into a complex ecosystem that includes smart contract platforms and applications such as…

CryptoPortfolio construction
Amberdata research

This podcast recap describes SynFutures’ design for decentralized futures markets. The platform shifted from offering term structures across crypto assets to perpetual contracts, which concentrate liquidity and provide leveraged exposure. Permissionless…

CryptoPerpetual futuresMarket makingOn-chain data
Amberdata research

This market commentary examines how election expectations and macroeconomic events may affect Bitcoin and Ether options. It discusses changes in 25-delta risk reversals, call-versus-put open interest, implied volatility across expirations, and estimated…

CryptoOptionsVolatilitySentiment
Amberdata research

This market commentary links a cooler inflation reading, revised growth data, and corporate crypto-treasury plans to a cautiously constructive risk backdrop. Its options discussion says BTC block trading leaned toward call selling and put-spread buying,…

CryptoOptionsVolatilityDerivatives pricing
Amberdata research

This podcast overview discusses maximal extractable value, transaction ordering, and mempool visibility in decentralized finance. It describes arbitrage between centralized and decentralized exchanges as one MEV activity, and explains sandwich attacks as…

CryptoDeFiArbitrageExecution