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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

10,263 documents

Quant Q&A

The discussion distinguishes a put diagonal spread from a put calendar spread and explains why a proposed pair of puts with different expirations but the same strike is a calendar spread. The original example uses different strikes, but the answer notes that…

OptionsDerivatives pricingRisk management
Quant Q&A

The document asks why a forward price is chosen so that a newly signed contract has zero value, and whether the explanation comes from no-arbitrage or from both parties being indifferent between taking the long and short sides. It also asks why the parties…

Derivatives pricingArbitrage
Quant Q&A

The document sets up a structural credit model in which a firm’s asset value follows geometric Brownian motion and default occurs when it reaches an absorbing barrier. A coupon bond pays coupons while the firm survives, pays principal at maturity if it has…

Fixed incomeDerivatives pricingStatisticsRisk management
Quant Q&A

The discussion asks whether a liquid interest rate swap curve can exist without a liquid government bond market, and how dealers hedge the risk they absorb. One answer describes the typical development of local currency markets: governments issue short-dated…

Fixed incomeDerivatives pricingMarket microstructure
Quant Q&A

The document explains how to obtain a zero-coupon yield curve and distinguishes observed spot rates from a curve calibrated to traded instruments. A curve can be interpolated from spot rates when they are available, but spot rates are generally not directly…

Fixed incomeFuturesDerivatives pricing
Quant Q&A

The document asks how option Greeks, especially delta, should be interpreted under Merton and Kou jump diffusion models. Its central explanation is that a continuous hedge cannot offset a discrete price jump instantaneously. A riskless-portfolio argument…

OptionsDerivatives pricingRisk managementVolatility
Quant Q&A

The document asks how to understand and implement calibration of the SABR model for volatility smiles across equity, foreign exchange, and interest rate markets. Its response points readers toward several papers and practitioner resources, and mentions a…

VolatilityDerivatives pricingOptions
Quant Q&A

This collection of answers challenges widely used ideas in quantitative finance, including correlation-based diversification, CAPM as an allocation rule, normally distributed independent returns, value at risk, efficient markets, copulas, and perfect delta…

Risk managementStatisticsPortfolio constructionDerivatives pricing
Quant Q&A

The document presents a question about a paper on deciding when to sell an asset whose price trend may be increasing or decreasing. The author is trying to understand a change of measure that is intended to simplify the model: the transformed process should…

StatisticsRisk managementDerivatives pricing
Quant Q&A

The document gives an intuitive explanation of the Merton model’s representation of risky corporate debt. A lender to a company that cannot default would receive the promised repayment, like holding a risk-free bond. With default risk, however, the lender…

Fixed incomeDerivatives pricingOptionsRisk management
Quant Q&A

The document examines the tracking error when a trader delta hedges an option using a Black–Scholes volatility that differs from the volatility the asset actually realizes. It presents an integral relating the error to the volatility difference and the…

OptionsVolatilityDerivatives pricingRisk management
Quant Q&A

The document examines why a QuantLib ImpliedTermStructure appears to change shape after the evaluation date is advanced. The example compares discount factors before and after moving the date by six months. The accepted explanation is that the underlying…

Fixed incomeDerivatives pricingStatistics
Quant Q&A

The document clarifies that asking whether futures follow a physical or risk-neutral distribution depends on the purpose of the analysis. The risk-neutral measure is a pricing tool: under suitable assumptions, prices of contingent claims can be represented…

FuturesDerivatives pricingRisk management
Quant Q&A

The document explains that a stock’s quoted implied volatility is inferred from option prices, rather than being a direct forecast of a one-standard-deviation move. Under Black–Scholes with constant volatility, one could estimate historical volatility from…

EquitiesOptionsVolatilityDerivatives pricing
Quant Q&A

The document derives the near-expiry approximation for the price of an at-the-money-forward European call under Black–Scholes. It rewrites the call price using the forward price and discounts the resulting payoff expression at the risk-free rate. At the…

OptionsDerivatives pricingVolatility
Quant Q&A

The note examines a pricing argument for a replicable option payoff. If a trading portfolio and the derivative have equal terminal values almost surely, their discounted terminal values also agree, so their conditional expectations under a risk-neutral…

Derivatives pricingOptionsStatistics
Quant Q&A

The note distinguishes a zero-coupon bond price from the pathwise discount factor used to discount cash flows. In the Vasicek model, the bond price has an analytic expression conditional on the current short rate. The discount factor along a simulated path…

Fixed incomeDerivatives pricingStatistics
Quant Q&A

The document explains how to transform a one-dimensional diffusion into a process with constant diffusion coefficient. Applying Itô’s lemma to a function of the state shows that the stochastic term is the derivative of the function multiplied by the original…

StatisticsDerivatives pricing
Quant Q&A

The document explains why a total return swap’s financing spread can reflect security borrow costs and how the contract relates to an index future. A TRS buyer receives the reference asset’s total return, including dividends, while paying a financing amount…

EquitiesFuturesDerivatives pricingCarry
Quant Q&A

The document outlines a workflow for representing swaption volatility data in QuantLibXL and using it to price a swaption. First, construct an at-the-money volatility matrix with the QuantLibXL matrix function. Then extend the matrix into a volatility cube…

Fixed incomeOptionsVolatilityDerivatives pricing
Quant Q&A

The document explains how to interpret a default probability inferred from a credit default swap spread. A quoted CDS spread is observable, while default probability, hazard rate, and recovery are not directly observable. The simple…

Fixed incomeDerivatives pricingStatistics
Quant Q&A

The document considers how to compute the differential of a positive power of a geometric Brownian motion. It applies the Itô–Doeblin formula to the process expressed as a function of time and Brownian motion, producing a stochastic differential equation for…

StatisticsDerivatives pricing
Quant Q&A

The document distinguishes a curve of rates across lending tenors from a forward curve for a single LIBOR tenor. A three-month LIBOR forward curve describes rates for successive future three-month periods; it is not just today’s three-month fixing. Similar…

Fixed incomeDerivatives pricingStatistics