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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 describes an attempt to reproduce a Bloomberg-style EURUSD digital knock-out option price using QuantLib in Python. It specifies a down-and-out put with a cash-or-nothing payoff, market quotes for spot, volatility, and interest rates, and tests…

ForexOptionsDerivatives pricingVolatility
Quant Q&A

The response explains how a sharp currency depreciation can threaten banks when their assets are largely in local currency but their liabilities include deposits or bonds denominated in hard currency. Depreciation raises the local-currency burden of those…

Fixed incomeForexRisk managementEvent-driven
Quant Q&A

The document presents a proxy hedge for a company expecting Norwegian kroner while seeking to manage the dollar value of that future receipt. Because a direct kroner-dollar hedge is assumed unavailable, the company uses euros as a correlated substitute. The…

ForexRisk managementPortfolio constructionStatistics
Quant Q&A

The answer contrasts two types of OTC options by their practical use. Asian options are common in foreign exchange hedging, where companies with recurring foreign-currency revenues may care about the average exchange rate over a period rather than the rate…

OptionsForexFixed incomeDerivatives pricing
Quant Q&A

The discussion clarifies why foreign exchange volatility smiles are commonly quoted by delta rather than strike. Delta offers a maturity-aware way to describe an option’s position in the smile: the same strike can represent quite different delta levels at…

ForexOptionsDerivatives pricingVolatility
Quant Q&A

The note explains why a standard risk-neutral FX diffusion uses the domestic minus foreign short-rate differential for the expected change in an exchange rate quoted as domestic currency per unit of foreign currency. Covered interest parity constrains spot,…

ForexDerivatives pricingCarryVolatility
Quant Q&A

The discussion asks whether USD-denominated global Fama–French daily factor returns can be converted into euros by multiplying gross returns by the change in the exchange rate. The answer recommends converting the global portfolio returns into USD and…

EquitiesFactor investingStatisticsForex
Quant Q&A

The document assesses whether QuantLib can price a Bermudan-callable EUR/USD cross-currency interest rate swap using two Hull-White rate models, an FX process, correlations, and Longstaff-Schwartz Monte Carlo. Its answer is that QuantLib offers many relevant…

Fixed incomeForexDerivatives pricingOptions
Quant Q&A

The document considers a basket call whose components are denominated in different currencies while the payoff is paid in US dollars. It asks how to price and hedge the payoff formed from the sum of the two asset values less a strike, floored at zero. The…

OptionsForexDerivatives pricingStatistics
Quant Q&A

The document addresses simulating several currency prices with specified individual drifts and volatilities and a target correlation matrix. The question proposes multiplying independent geometric Brownian motions by a Cholesky factor, but the accepted…

ForexStatisticsBacktesting
Quant Q&A

The document derives a dynamic hedge for a quanto option whose underlying stock is priced in a foreign currency while the payoff is fixed in domestic currency. It models the foreign stock and exchange rate as correlated geometric Brownian motions and…

OptionsDerivatives pricingForexRisk management
Quant Q&A

The document collects suggestions for connecting C# trading software to FX brokers, with the original question focused on free API access for simulated development and possible later live trading. It names several providers and APIs, including Dukascopy, TD…

ForexExecution
Quant Q&A

The document raises a risk-measurement question for quanto-style options on commodity forwards whose payoff is converted through foreign exchange. It gives a composite-volatility formula that combines the underlying commodity volatility, FX volatility, and…

OptionsCommoditiesForexVolatility
Quant Q&A

The document discusses discrepancies among vendor-reported foreign-exchange prices and their implications for an hourly-data strategy using MACD or linear regression. Its central point is that spot FX is decentralized, so feeds can reflect different…

ForexMarket microstructureStatisticsBacktesting
Quant Q&A

This question asks how to estimate daily value at risk for a EUR/JPY position held in a USD-base trading account. Returns computed directly from EUR/JPY prices are expressed in yen, so they do not by themselves capture the position’s changing value in the…

ForexRisk managementStatistics
Quant Q&A

The document compares a Swiss investor’s returns from a U.S. equity index fund with and without a currency hedge. Its two-period example combines a changing USD/CHF exchange rate with an index that rises or falls in dollar terms. The unhedged position…

EquitiesForexRisk management
Quant Q&A

The document compares physical gold forwards with XAU/USD forwards, focusing on how they settle and who might use them. It describes physical forwards as suited to commercial users, such as jewelry businesses managing input costs, while XAU/USD is presented…

CommoditiesForexDerivatives pricing
Quant Q&A

The document discusses a reported jump in the USD/INR forward premium during a period of dollar inflows into India. The cited news account attributes the inflows to repatriated dollars and says state banks were instructed to protect dollar deposits amid…

ForexCarryMarket microstructure
Quant Q&A

The responses discuss what risk information may help a business leader oversee foreign-exchange exposure. For operational involvement, suggested measures include gross and net portfolio exposure, leverage, trade size limits, and intraday exposure by product.…

ForexRisk managementPosition sizingOptions
Quant Q&A

The document explains why an FX cross rate's volatility is not generally the simple result a trader might expect from the volatilities of its two component pairs. It frames the cross as exposure to a portfolio of EUR/USD and USD/GBP positions. With zero…

ForexVolatilityPortfolio construction
Quant Q&A

The note explains how a foreign investor can calculate an equity return in their home currency by combining the asset’s local-currency price change with the currency’s exchange-rate change. For an investor measuring returns in US dollars, first express each…

EquitiesForexMulti-asset
Quant Q&A

The document asks how to estimate the share of a company’s foreign-exchange exposure that is hedged using annual-report information. The available inputs include net FX exposure and reported gains or losses across several years, exchange rates, and details…

ForexRisk managementDerivatives pricing
Quant Q&A

The document explains how to estimate the two-year forward exchange rate and the annualized carry return for a GBP position using spot and forward quotes. It assumes a position that buys GBP at spot and sells it forward, then compares the forward price with…

ForexCarry
Quant Q&A

The document asks how to interpolate forward FX values when the valuation date and the curves’ anchor date are moved into the future. It uses USD/MXN zero-rate curves to compare a forward calculated from today to a later expiry with one recalculated after…

ForexDerivatives pricingStatistics