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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 discussion examines the claim that a long calendar spread’s maximum loss is limited to its opening debit when the short option expires. In the usual intuition, if the underlying moves far below the strike, both calls lose value; far above it, both…

OptionsVolatilityRisk management
Quant Q&A

The document raises whether the price of a call or put butterfly can indicate the likelihood that a stock will finish near the butterfly’s middle strike. It questions a casual explanation based on at-the-money option delta and asks how to construct an…

OptionsDerivatives pricingStatistics
Quant Q&A

The discussion asks whether a payer Bermudan swaption’s chance of exercise at its first exercise date rises or falls as interest rates increase. Its answer gives an intuitive example: for a payer option with a fixed strike and a flat curve, low swap rates…

Fixed incomeOptionsDerivatives pricing
Quant Q&A

The document explains that life insurers can face equity risk through both their investment portfolios and the products they sell. In the European Union, Solvency II does not impose a blanket ban on equity holdings. Instead, insurers must hold sufficient own…

EquitiesRisk managementFixed incomeOptions
Quant Q&A

The document explains a payoff decomposition for a secured barrier call. The product pays the positive difference between the terminal stock price and the strike if the upper barrier is never reached; if the stock reaches that barrier before expiration, it…

OptionsDerivatives pricing
Quant Q&A

The document considers which volatility input to use when pricing options on futures with the Black model or a binomial tree. Its central point is that the appropriate volatility depends on the asset class and on which instrument provides the most relevant…

OptionsFuturesVolatilityDerivatives pricing
Quant Q&A

The document explains why variance swaps can serve as vega hedges and distinguishes several meanings of vega. A variance swap has sensitivity to its variance strike; option vega may instead refer to sensitivity to a parallel volatility shift or to changes in…

VolatilityOptionsDerivatives pricingRisk management
Quant Q&A

The document shows how a Taylor approximation connects a variance swap expression to the correction term in the VIX variance formula. It begins with the logarithmic forward-to-reference-level ratio in the continuous-strike expression and rewrites the ratio…

OptionsVolatilityDerivatives pricing
Quant Q&A

The document shows how a pair of European calls on the same underlying, with the same maturity, can imply an upper bound on the risk-free rate. The example uses a lower-strike call priced at 12 and a higher-strike call priced at 3, with strikes of 40 and 50…

OptionsDerivatives pricingRisk management
Quant Q&A

The post asks how to solve the Black–Scholes heat-equation formulation for an up-and-out call. It contrasts the option's absorbing barrier condition with the vanilla call problem and the down-and-out case, where a reflection construction is suggested. The…

OptionsDerivatives pricingStatistics
Quant Q&A

The answer explains why the at-the-money caplet formula contains the forward rate for the accrual period. It assumes that this rate follows a lognormal process under the forward measure associated with the bond maturing at delivery. Discounting the expected…

OptionsFixed incomeDerivatives pricingVolatility
Quant Q&A

The discussion separates the computational cost of option pricing from the difficulty of modeling market values. Under Black–Scholes–Merton assumptions, a European option has a closed-form price with little computational work. American options require…

OptionsDerivatives pricingStatisticsMachine learning
Quant Q&A

The document asks whether a delta hedge that calls for a fractional share position should preserve the fractional quantity or round to a whole share. The accepted answer says to round in practice and characterizes the resulting hedge error as small relative…

OptionsEquitiesRisk management
Quant Q&A

The document asks how to assign an overall buy or sell direction to a complex order containing several options and a stock leg, and how to recognize an identical order versus one with every leg reversed. Its central lesson is that a structure’s direction…

OptionsDerivatives pricingExecution
Quant Q&A

The document describes a practical problem in calibrating a SABR volatility model: the fitted volatility smile differs substantially from implied volatilities observed for S&P index calls. The question identifies the market inputs needed for the calibration,…

OptionsVolatilityDerivatives pricing
Quant Q&A

The document asks whether a payoff equal to the square of the terminal stock price is worth the initial stock price squared grown at the risk-free rate. The response explains that taking a power does not commute with taking an expectation: convexity makes…

OptionsDerivatives pricingVolatilityStatistics
Quant Q&A

The document examines how the Heston stochastic volatility model changes when moving from the historical probability measure to the risk-neutral measure used for derivative pricing. It describes how the variance risk premium shifts the variance process…

OptionsVolatilityDerivatives pricing
Quant Q&A

The document explains how to value an American call on a non-dividend-paying stock with a risk-neutral binomial tree. At each node, the option value is the greater of its immediate exercise value and its discounted expected value at the next step, using…

OptionsDerivatives pricing
Quant Q&A

The document asks whether an option buyer who initially delta hedges using the option’s implied volatility should keep using that original volatility or update the hedge as implied volatility changes. The response says accurate dynamic hedging requires…

OptionsDerivatives pricingVolatilityRisk management
Quant Q&A

The document discusses Fourier-based pricing of European calls using a model’s characteristic function. It presents an integral representation that expresses the call price through two probability terms and asks how the formula is derived, when it applies,…

OptionsDerivatives pricingStatistics
Quant Q&A

The document explains how to estimate simulation error when pricing an option with Monte Carlo. It identifies the relevant quantity as the standard error of the estimated price, calculated by dividing the estimated standard deviation of simulated outcomes by…

OptionsStatisticsDerivatives pricing
Quant Q&A

The document discusses which instruments should be used to build a swaption volatility surface when calibrating to a particular underlying swap. The answer recommends matching the swaption underlying to the swap being calibrated, so that the forward rate…

OptionsFixed incomeDerivatives pricingVolatility
Quant Q&A

The document raises practical questions about valuing a put option on a Eurodollar futures contract. It considers how a futures price move affects the option’s payoff, how to calculate breakeven from strike and premium, and how the option’s quoted minimum…

FuturesOptionsRisk management