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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
TqSdk
86 documents
Quantpedia
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
Binance API docs
45 documents
Quantopian lectures
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

4,574 documents

Quant Q&A

The document explains what it means to provide liquidity by posting limit orders that other traders can execute. It highlights the central risk for a trader attempting to make markets: when prices move quickly, an order may fill just as the market moves…

Market makingForexEquitiesExecution
Quant Q&A

The document describes how to search for arbitrage across many currencies by modeling exchange rates as a directed graph. Each currency is a vertex, and each quoted conversion rate is an edge. Taking the negative logarithm of each rate turns the product of…

ForexArbitrageMarket microstructure
Quant Q&A

The document describes an investor’s attempt to preserve exposure to a UK-listed share by replacing the position with its US dollar ADR. The investor understood each ADR to represent five UK shares and expected to be able to switch back without changing the…

EquitiesForexMulti-asset
Quant Q&A

The discussion explains that FX forward points reflect the interest rate differential between two currencies, while the all-in forward price combines spot with those points. Changes in short-term money-market rates and funding conditions affect the points,…

ForexCarryFixed income
Quant Q&A

The document is a short reading list for exploring deep reinforcement learning and related machine-learning methods in quantitative finance. It points readers toward work on optimal execution, foreign-exchange trading, price formation, options pricing, and…

Machine learningExecutionForexOptions
Quant Q&A

The document compares ways to estimate a currency pair’s next-day or intraday price range for purposes such as setting stops. It distinguishes return-based volatility models from high-low range measures, noting that GARCH conventionally models conditional…

ForexVolatilityStatisticsBacktesting
Quant Q&A

The document argues that no single absolute benchmark can establish the quality of every trading algorithm. The appropriate evaluation depends on the algorithm’s role: a signal model, portfolio-sizing process, execution method, or complete automated…

ForexBacktestingRisk managementStatistics
Quant Q&A

The document reviews research comparing foreign-exchange volatility forecasts from variations of GARCH models. The studies construct realized volatility from squared intraday returns, including adjustments intended to reduce market microstructure bias, and…

ForexVolatilityStatisticsRisk management
Quant Q&A

The discussion asks whether currencies have a broad passive index comparable to an equity market index, for use in evaluating currency traders. It explains why a universal benchmark is difficult: currency positions are relative long/short exposures, so even…

ForexMulti-assetRisk managementStatistics
Quant Q&A

The document describes an FX option combining an American up-and-out call feature with a European down-and-in put feature. It asks why a market pricer uses a default Vanna–Volga adjustment for this path-dependent structure and whether Monte Carlo is more…

ForexOptionsDerivatives pricingVolatility
Quant Q&A

The document frames the construction of an FX volatility surface for pricing vanilla European options and testing systematic option strategies. It focuses on risk reversals, strangles, and butterflies quoted at 10-delta and 25-delta, and on tracking premiums…

ForexOptionsVolatilityBacktesting
Quant Q&A

The document describes ways to construct an implied volatility smile from standard FX quotes, including at-the-money volatility, risk reversals, and strangles at specified deltas. One approach fits a quadratic curve in delta space, using the at-the-money…

ForexOptionsVolatilityDerivatives pricing
Quant Q&A

The document explains how to apply covered interest parity when a forward’s fixing date falls before its spot date, a situation that can arise when holidays delay spot settlement. It uses an example involving the Vietnamese dong, where a Lunar New Year…

ForexDerivatives pricing
Quant Q&A

The document challenges a news explanation that linked a small oil price recovery with a risk-on move in the Australian dollar. Its answer argues that labels such as risk-on, risk-off, risk appetite, and market sentiment lack precise definitions in common…

ForexCommoditiesSentiment
Quant Q&A

The document explains what reported volume generally measures and why its meaning depends on the instrument and market. For exchange-listed stocks, volume usually counts shares traded; the monetary value is commonly called turnover or dollar volume. For…

EquitiesFuturesOptionsForex
Quant Q&A

The document explains why FRTB delta sensitivities divide a mark-to-market change by the size of the market bump. For a linear cash equity or foreign exchange position, this scaling makes the sensitivity equal to the position’s mark-to-market value, so it…

Derivatives pricingRisk managementEquitiesForex
Quant Q&A

The document explains the relationship between FX swap points and cross-currency swaps. It states that a single-period cross-currency swap has the same four start and end principal cash flows as an FX swap, so their fair values are linked. To derive a…

ForexFixed incomeDerivatives pricingArbitrage
Quant Q&A

The document explains how currency forward carry relates to the return on a hedged foreign bond. A long position in foreign currency has carry when the spot rate is unchanged at maturity; a hedge against that exposure takes the opposite, short…

ForexCarryFixed incomeDerivatives pricing
Quant Q&A

The document explains the structure of the U.S. Dollar Index as a weighted geometric basket of six foreign currencies. Its currency exponents correspond to fixed component weights based on bilateral trade, while the leading coefficient sets the index’s…

ForexUS marketsStatistics
Quant Q&A

The document addresses what counts as a day when calculating a momentum oscillator for a currency pair such as EUR/USD. Its answer describes the conventional FX trading week as beginning with the Monday value-date rollover in Wellington and ending at the…

ForexTechnical indicatorsMomentum
Quant Q&A

The document asks how to reproduce the profit and loss of a USDCHF position with a stated size of 1,000 by trading USDEUR and EURCHF instead. It notes the triangular exchange-rate relationship: USDCHF is the product of USDEUR and EURCHF. The practical…

ForexPosition sizingPortfolio constructionArbitrage
Quant Q&A

The document explains the sharp EUR/CHF move on January 15, 2015, when the Swiss National Bank abandoned its minimum exchange rate against the euro. It describes the floor as a policy intended to limit franc appreciation, and says the bank had maintained it…

ForexVolatilityRisk managementEvent-driven
Quant Q&A

The document explains how to represent an FX forward as simpler risk-factor positions for value-at-risk analysis. Its example breaks a contract to buy euros for dollars into a currency spot exposure, a euro bill position, and a dollar bill position. The…

ForexRisk managementStatistics
Quant Q&A

The question seeks literature on how non-financial companies manage commodity and currency price risk in their operating businesses, rather than on speculative trading. The replies offer broad starting points: commodity-market books and the Energy Risk…

CommoditiesForexRisk management