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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
Quantopian lectures
45 documents
Binance API docs
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 document explains that an option’s trading currency and venue do not necessarily match those of its underlying. It introduces quanto options, whose payoff is denominated in a different currency, and contrasts them with compo structures that retain…

OptionsFuturesForexDerivatives pricing
Quant Q&A

The document raises a practical question about maintaining a long volatility hedge by rolling spot variance swaps monthly. It describes replicating spot VIX with a portfolio of out-of-the-money calls and puts, weighted by the inverse square of each strike,…

VolatilityOptionsDerivatives pricingRisk management
Quant Q&A

The document considers a no-dividend Black–Scholes stock and the power process Z(t)=(S(t)/H)^p, where H is positive and p is set by the interest rate and volatility. It shows how to apply Itô’s formula: differentiate the power function, include the quadratic…

Derivatives pricingStatistics
Quant Q&A

The document explains how to estimate tenor-specific DV01, or key-rate risk, for a swap in QuantLib. Instead of shifting the entire yield curve to obtain aggregate sensitivity, it reprices the swap after increasing each market par-rate quote individually,…

Fixed incomeDerivatives pricingRisk management
Quant Q&A

The document separates three tasks that are easy to conflate when constructing an option volatility term structure. Implied volatility is inferred by finding the volatility input at which an option-pricing model, such as Black–Scholes, matches the traded…

OptionsVolatilityDerivatives pricingStatistics
Quant Q&A

The document explains theoretical price bounds for European and American options, focusing on why a European put’s upper bound is the present value of its strike while an American put’s upper bound is the strike itself. It lists lower and upper bounds for…

OptionsDerivatives pricingArbitrage
Quant Q&A

The document asks how to derive the two risk-free rates used in VIX calculations from a table of Treasury yields when the near-term and next-term SPX option series expire on different days. It describes linear interpolation between the 30-day and 60-day…

VolatilityOptionsFixed incomeDerivatives pricing
Quant Q&A

The document explains how to think about a rolling foreign exchange carry trade and why an implied yield is not itself the trade’s return. The forward rate embeds the interest differential under covered interest parity, which links spot, forward, and…

ForexCarryDerivatives pricingRisk management
Quant Q&A

The document asks which barrier options can have negative gamma after the questioner finds positive gamma in the knock-in and knock-out options they examined. One response gives a nearby example rather than a barrier structure: a digital call near its…

OptionsVolatilityDerivatives pricing
Quant Q&A

The document asks how default affects the nondefaulting party in a plain interest rate swap. Party A pays floating and receives fixed from B; if A defaults, the question is why B’s position appears to benefit when rates rise but not when rates fall. It…

Fixed incomeDerivatives pricingRisk management
Quant Q&A

The note considers whether a more complex SABR Libor Market Model offers an advantage over a simpler SABR model for pricing and hedging plain vanilla interest rate options. Its central point is that if the LMM is calibrated to the same volatility smile…

Fixed incomeOptionsDerivatives pricing
Quant Q&A

The note explains the upper bound on a European call’s value: under the stated no-arbitrage assumption, its price cannot exceed the price of the underlying asset. The proposed argument is to sell an overpriced call and buy the underlying, creating a positive…

OptionsDerivatives pricingArbitrage
Quant Q&A

The document explores why options are studied separately when idealized binomial and Black–Scholes models describe replicating a call with stocks and bonds. The responses explain that exact replication relies on restrictive assumptions, including constant…

OptionsDerivatives pricingRisk management
Quant Q&A

The question asks whether Markowitz minimum-variance optimization can choose weights for a basket of call options on different stocks, given fixed strikes, a covariance matrix, and weights summing to one. The answer distinguishes minimizing expected payout…

OptionsPortfolio constructionDerivatives pricing
Quant Q&A

The document explains how issuer-level CDS contracts relate to the bonds and loans underlying an issuer’s credit risk. A CDS is not tied exclusively to one bond: its terms identify one or more reference obligations, while the contract generally covers a…

Fixed incomeDerivatives pricingMarket microstructure
Quant Q&A

The document asks how to justify the boundary conditions for the Black–Scholes equation for a European call. It states the pricing PDE and lists a zero call value at zero underlying price, an asymptotic call value matching the underlying price as that price…

OptionsDerivatives pricingStatistics
Quant Q&A

The document addresses whether a flat rate must be constructed from a normal interest-rate term structure to use Black–Scholes for a European option. The answer explains that the relevant discounting rate for an option expiring at time T is the zero-coupon…

OptionsDerivatives pricingFixed income
Quant Q&A

The discussion explains that the cover artwork for Guyon and Labordère’s book on nonlinear option pricing was chosen partly for its visual suggestion of nonlinear level sets. The author’s explanation says the artwork has no direct connection to the book’s…

OptionsDerivatives pricingStatistics
Quant Q&A

The discussion distinguishes margin approaches for uncleared over-the-counter derivatives from those used by central counterparties. It identifies ISDA’s Standard Initial Margin Model (SIMM) as a common methodology for calculating initial margin on uncleared…

Derivatives pricingRisk managementFixed income
Quant Q&A

The document derives the probability that a zero-strike spread put finishes in the money. Its payoff is positive when the second asset’s terminal forward price exceeds the first asset’s. Assuming both forwards are lognormally distributed, their log-price…

OptionsDerivatives pricingVolatilityStatistics
Quant Q&A

The document examines Monte Carlo estimation of a European call’s delta under the Heston stochastic-volatility model. Its central correction is that the Malliavin weight should use the Brownian component driving the stock that is orthogonal to the…

OptionsDerivatives pricingVolatilityStatistics
Quant Q&A

The document explains why a distressed bond’s market price is not captured by simply discounting its promised payments at a risk-free rate or adding a credit spread. A more complete valuation separates coupon and principal cash flows received if the issuer…

Fixed incomeDerivatives pricingRisk management
Quant Q&A

The discussion addresses the futures–forward price difference when interest rates and the underlying price move together. It attributes the difference to daily futures settlement: gains and losses arrive over time and can be reinvested or financed at rates…

FuturesDerivatives pricingFixed income
Quant Q&A

The document proposes simulating equity prices under a constant elasticity of variance model, then pricing European and American options across strikes and maturities. It asks whether implied volatilities inferred from those prices would form the same…

OptionsEquitiesVolatilityDerivatives pricing