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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
WonderTrader
14 documents
Alphalens
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

8,116 documents

Quant Q&A

The document explains why an option’s value is often calculated at multiple underlying spot prices rather than inferred from delta alone. Under the Black–Scholes framework, option value is nonlinear in spot, so delta, as the first derivative of value with…

OptionsDerivatives pricingVolatility
Quant Q&A

The document asks how to value a European warrant that delivers both one company share and one warrant on the same company. The suggested approach separates those two entitlements: value the share component as a standard call option and the additional…

OptionsDerivatives pricing
Quant Q&A

The document addresses how to represent a binary call payoff that pays a fixed amount when the underlying finishes above the strike, in a QuantLib European option priced with Monte Carlo simulation. The question’s example mistakenly uses a plain vanilla call…

OptionsDerivatives pricingBacktestingStatistics
Quant Q&A

The document considers a claim paying the time integral of the logarithm of a stock price at maturity and asks how to hedge it. Its answer applies integration by parts under a diffusion model to rewrite the accumulated log price as a terminal log-price term,…

OptionsDerivatives pricingVolatilityRisk management
Quant Q&A

The document collects beginner reading suggestions for someone with mathematical training who wants to understand financial markets, investing, and the practical origins of quantitative finance. One response recommends practitioner biographies and…

OptionsDerivatives pricingRisk management
Quant Q&A

The document investigates apparent cases where Eurex DAX index put options traded below their intrinsic value when compared with the official 17:30 DAX close. The author reports that comparing the same options with FDAX futures levels removes the…

OptionsDerivatives pricingVolatilityFutures
Quant Q&A

The document examines an interview question that asks for the implied volatility of a one-year option beginning one year in the future, given two maturity-specific implied volatilities. It explains that combining volatilities requires working with variance…

OptionsVolatilityDerivatives pricing
Quant Q&A

The document distinguishes option delta from the probability that an option expires in the money. In the Black-Scholes model for a European call, delta measures sensitivity of the option price to the underlying price and includes a carry adjustment. Because…

OptionsDerivatives pricingStatistics
Quant Q&A

The document contrasts two ways to calculate a variance risk premium: subtracting realized variance over the same future interval covered by implied variance, or subtracting variance realized over the preceding interval. The answer explains that there is no…

VolatilityOptionsStatisticsRisk management
Quant Q&A

The document considers accrued interest on a reverse floater whose coupon is linked inversely to a reference rate, subject to a floor at zero. It checks a calculation based on the rate fixed for the next coupon period and the fraction of that period elapsed.…

Fixed incomeDerivatives pricingOptionsRisk management
Quant Q&A

The document explains how FX strangles are quoted and priced when each leg has a different volatility on a delta volatility smile. A quoted strangle may instead use one volatility for both options. For a strike quoted strangle, the single volatility can be…

ForexOptionsVolatilityDerivatives pricing
Quant Q&A

The document explains why option Greeks depend on both the model for the underlying and the method used to calculate sensitivities. It separates dynamics models, such as Black–Scholes, local volatility, and Heston, from numerical pricing methods. For delta,…

OptionsVolatilityDerivatives pricingRisk management
Quant Q&A

The document distinguishes directional exposure from volatility exposure in an options position. Leaving delta unhedged means the position responds to movements in the underlying currency pair. A trader who wants to focus on volatility can offset that…

OptionsForexVolatilityRisk management
Quant Q&A

The document explains why pricing an American-style FX forward by calculating forward values at possible maturities and selecting the maximum is generally not a valid valuation method. An American forward allows exercise during a window, so its value depends…

ForexDerivatives pricingVolatilityOptions
Quant Q&A

The document contrasts Heston stochastic volatility and GARCH through their typical uses. Heston is a continuous-time model with a characteristic function that supports option pricing. This makes it practical to calibrate risk-neutral parameters to vanilla…

VolatilityOptionsStatisticsDerivatives pricing
Quant Q&A

The document works through the net delta of a portfolio containing long calls, long puts, and short calls with different strikes and expiries. It explains that each option’s delta must be calculated for its own terms, then multiplied by the position size and…

OptionsDerivatives pricingRisk managementPortfolio construction
Quant Q&A

The document examines why asset-pricing statements often specify a non-dividend-paying numeraire and asks what changes if a dividend-paying stock price is used instead. One response gives a direct illustration: if the stock price is the numeraire, the ratio…

OptionsDerivatives pricingStatisticsRisk management
Quant Q&A

The document raises a question about whether option pricing models can estimate physical moments, such as skewness and kurtosis, separately from risk-neutral moments. It contrasts this possibility with model-free methods such as the VIX methodology, whose…

OptionsDerivatives pricingVolatility
Quant Q&A

The document considers pricing a European payoff based on the difference between two assets. It emphasizes that discounted expected payoff must be evaluated under a risk-neutral measure, with asset dynamics specified accordingly; a real-world expectation is…

OptionsDerivatives pricingStatistics
Quant Q&A

The note derives the inverse-square strike weights used to value a variance swap from option prices and explains their appearance in VIX-style calculations. A tight butterfly spread links the second derivative of an option price with respect to strike to the…

OptionsVolatilityDerivatives pricing
Quant Q&A

The document explains how to combine the payoff moments of a European call and put with the same strike and expiry to obtain the variance of a straddle. Because the call and put payoffs cannot both be positive at expiry, their product is zero in every state.…

OptionsDerivatives pricingStatistics
Quant Q&A

The document explains why a single Black-Scholes model with constant volatility implies the same implied volatility across strikes and maturities. The model specifies one stochastic process for the underlying asset, with a common diffusion coefficient. Using…

OptionsVolatilityDerivatives pricingStatistics
Quant Q&A

The note clarifies the relation between a European call’s value and a replicating portfolio in the Black-Scholes framework. A trader who sells the call can hedge it by holding a dynamically adjusted quantity of stock, with the remainder invested in the money…

OptionsDerivatives pricingRisk management
Quant Q&A

The note explains how a squared terminal asset price can be represented using a continuum of call payoffs across strikes. It starts from the general replication formula for a smooth payoff, which uses calls above a reference level and puts below it. For the…

OptionsDerivatives pricingVolatility