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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

8,116 documents

Quant Q&A

The document explains the terminal value of a forward contract that requires its holder to buy one share for a fixed cash price at a specified date. At maturity, the holder receives a share worth the prevailing stock price and pays the contracted amount, so…

Derivatives pricingEquitiesOptions
Quant Q&A

The document asks how to interpret a model-independent representation of a twice-differentiable payoff as a combination of terms involving the payoff and its derivative at zero, the underlying stock, and an integral of calls across strikes. The questioner…

OptionsEquitiesDerivatives pricing
Quant Q&A

The document asks how to read derivative notation in conditions from a theorem on arbitrage-free SVI volatility surfaces. One condition uses a time derivative of a parameter and requires it to be nonnegative. Another bounds the derivative with respect to…

OptionsVolatilityDerivatives pricing
Quant Q&A

The document raises a boundary-condition question about using a finite element method to price an up-and-out call. It refers to an appendix that demonstrates the method for a straddle and focuses on a boundary vector containing the difference between option…

OptionsDerivatives pricing
Quant Q&A

The document asks whether the expected payoff of a multi-leg option position, such as a spread or condor, equals the sum of the expected payoffs of its individual options. It represents each leg’s payoff as a function of the same market value at expiration…

OptionsStatisticsDerivatives pricing
Quant Q&A

The document presents a question about the relationship between a long call butterfly and a short iron butterfly. It gives a four-option position consisting of a long lower-strike put, short middle-strike put and call, and long upper-strike call, then…

OptionsDerivatives pricingStatistics
Quant Q&A

The discussion separates a stock-price model from the martingale condition. A Brownian-motion-based model can include drift under real-world probabilities; having nonzero drift does not mean the process ceases to be Brownian motion. The first answer connects…

EquitiesOptionsDerivatives pricingStatistics
Quant Q&A

The document outlines how Lévy processes can model log stock prices through exponential Lévy models. It explains that these processes combine drift, diffusion, and jumps, and distinguishes finite-activity jump models from models with infinitely many jumps.…

EquitiesOptionsVolatilityDerivatives pricing
Quant Q&A

The document asks how to price a floating-strike American lookback option when the client pays a running fee over the option’s life instead of an upfront premium. It contrasts this with a European option, where the questioner views the total fee over the…

OptionsDerivatives pricingVolatility
Quant Q&A

The document considers how to price swaptions at expiry and tenor points that were not directly calibrated, using a SABR volatility cube built from market observations. One proposed practice is to interpolate total implied variance across the cube for the…

OptionsDerivatives pricingVolatilityFixed income
Quant Q&A

The document separates two ways of discussing equity option skew. Black–Scholes implied volatility expresses observed prices through a model that assumes Gaussian log returns; varying implied volatility across strikes describes the market smile or skew. An…

OptionsVolatilityDerivatives pricingStatistics
Quant Q&A

The document addresses whether a Bloomberg swaption premium quote represents a payer or receiver option when calibrating a Hull–White model. The answer says the cited quote is for a straddle, so its premium combines payer and receiver values. It points to…

OptionsFixed incomeDerivatives pricingVolatility
Quant Q&A

The document explains why the value process of a perpetual American put is a supermartingale. Its central intuition is that the holder’s option to exercise now has value: waiting delays access to the payoff and risks losing the opportunity to exercise under…

OptionsDerivatives pricingStatistics
Quant Q&A

The document surveys approaches to interpolating option prices or implied volatility while preserving no-arbitrage properties. It recommends normalizing for drift and dividends and working in forward moneyness rather than absolute strike; the resulting price…

OptionsDerivatives pricingVolatilityArbitrage
Quant Q&A

The document explains why a call-option pricing integral can be written in terms of the log of the terminal asset price. The key point is that the second expression is not obtained by merely substituting a logarithm into the original integral over price.…

OptionsDerivatives pricingStatistics
Quant Q&A

The document distinguishes the VIX index from a volatility swap by comparing the quantities each represents. VIX is described as the square root of a variance swap strike, with variance expressed in volatility units. A volatility swap instead pays against…

VolatilityDerivatives pricingFuturesOptions
Quant Q&A

The document explores whether risk-neutral derivative pricing can be understood through conditional expectation. It sets up a one-period binomial model with a stock, a bond, and a call payoff, then writes the option value as the discounted expected payoff…

OptionsDerivatives pricingStatisticsArbitrage
Quant Q&A

The document diagnoses why a Monte Carlo estimate of a European call price differs sharply from its Black–Scholes value. In the simulation, the stock paths use a drift parameter called mu, while the Black–Scholes calculation prices the option using the…

OptionsBacktestingStatisticsDerivatives pricing
Quant Q&A

The document poses a derivation problem for a European call in a Black–Scholes setting with deterministic, time-varying interest rates, drift, and volatility. It presents the option value as a risk-neutral expectation of the terminal payoff and asks how to…

OptionsDerivatives pricingStatistics
Quant Q&A

The discussion distinguishes computational limits by workload. For real-time trading, it argues that network throughput is often the constraint, while historical analysis is more commonly limited by memory capacity or bandwidth; ordinary CPU use may not be…

High-frequency tradingExecutionMarket microstructureDerivatives pricing
Quant Q&A

The document asks how to estimate an implied volatility at a chosen strike and maturity when only FX forward rates, domestic and foreign zero rates, at-the-money volatility, and 25-delta risk reversal and butterfly quotes are available. It frames the task as…

ForexOptionsVolatilityDerivatives pricing
Quant Q&A

The document raises a question about option market quoting: a book states that a strangle’s bid-offer spread expressed in volatility terms is usually wider than the at-the-money spread for the same expiry. The proposed explanation is that options struck away…

OptionsVolatilityDerivatives pricingMarket microstructure
Quant Q&A

The document defines vol-vol breakeven as the instantaneous covariation of log implied volatilities for two options. For a local volatility model, when both options are the same contract, it gives a formula relating this quantity to the spot sensitivity of…

OptionsVolatilityDerivatives pricingBacktesting
Quant Q&A

The document compares the standard CAPM beta, built from physical-measure volatilities and correlations, with a risk-neutral beta that uses option-implied quantities. It describes a paper by Buss and Vilkov that reports the risk-neutral version better…

EquitiesOptionsVolatilityFactor investing