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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
Lumibot strategies
7 documents
QuantRocket
7 documents
Awesome Quant
1 documents

Search the library

10,263 documents

Quant Q&A

The document explains how the Carr-Madan decomposition represents a European payoff as a bond position, a call-minus-put position at a chosen strike, and integrals of puts and calls weighted by the payoff’s second derivative. In a complete market with…

OptionsDerivatives pricingStatisticsExecution
Quant Q&A

The discussion explains that an issuer can create a contract whose payoff tracks an asset such as gold by promising clients a cash settlement tied to a defined reference price. This is primarily a contractual arrangement. An exchange traded fund, product, or…

Derivatives pricingRisk managementCommoditiesOptions
Quant Q&A

The document raises two modeling issues when applying stochastic quanto pricing formulas to crypto futures and perpetual swaps. First, it questions what domestic discount rate to use when the contract is settled in bitcoin, given the absence of a…

CryptoFuturesPerpetual futuresDerivatives pricing
Quant Q&A

The note evaluates whether a bond index price can be approximated by dividing average coupon yield by yield to maturity. It explains that this ratio is appropriate in the limiting case of a bond with infinite maturity, where price is tied to coupon divided…

Fixed incomeDerivatives pricingStatistics
Quant Q&A

The note explains how to estimate fair value for a futures contract using the cost-of-carry relationship. For an index future, it relates the spot index level to financing over the contract term, adjusted for income such as dividends. The same idea can be…

FuturesDerivatives pricingCommoditiesCarry
Quant Q&A

The discussion explains a common source of discontinuities when building return series for standardized contracts such as IMM swaps or credit default swaps. A fixed-maturity CDS quote can remain stable across a roll date, while its label as an on-the-run…

Fixed incomeDerivatives pricingBacktestingFutures
Quant Q&A

The discussion addresses why a Chilean peso swap valuation built from flat discount and projection curves may differ substantially from market valuations. The response recommends constructing a curve from market quotes for the relevant CLP overnight indexed…

Fixed incomeDerivatives pricingStatistics
Quant Q&A

The discussion explains why Black–Scholes remains useful even though it cannot establish a uniquely fair option price. Its broader contribution is the dynamic hedging framework: under suitable assumptions, an option payoff can be replicated by adjusting…

OptionsDerivatives pricingVolatilityMarket microstructure
Quant Q&A

The document asks how to show that a power of a Black–Scholes stock price, normalized by its initial value, is a positive martingale under the risk-neutral measure. It assumes the stock follows the standard risk-neutral diffusion and sets the power using the…

OptionsDerivatives pricingStatistics
Quant Q&A

The answer distinguishes equality of option Greeks from equality of option prices. Greeks describe sensitivities, so two positions can have the same sensitivities while differing by a constant price offset. A replicating or hedging argument can support a…

OptionsDerivatives pricingRisk managementStatistics
Quant Q&A

The answer explains that the Black–Scholes formula follows from the terminal-price distribution of a geometric Brownian motion (GBM). A Monte Carlo method simulates terminal prices under that process, applies the option payoff, averages the payoffs, and…

OptionsDerivatives pricingVolatilityStatistics
Quant Q&A

The document examines a European call with a lower strike and a put with a higher strike, both expiring at the same time. It asks whether a condition linking their premiums to the gap between strikes could create a portfolio with a non-negative payoff and…

OptionsArbitrageDerivatives pricing
Quant Q&A

The document examines whether asset-level absolute risk contribution limits can be added to a return-maximizing portfolio optimization problem with a volatility cap. It defines portfolio volatility from the covariance matrix and weights, then derives…

Portfolio constructionRisk managementDerivatives pricing
Quant Q&A

The document describes the exposure a broker takes on when a customer buys a contract for difference (CFD). Because a CFD passes through the underlying asset’s price change, the broker is short that exposure and may need to acquire a corresponding long…

Derivatives pricingRisk managementExecution
Quant Q&A

The document explains why an option skew measure based on volatility differences divided by log-strike distance, with a square-root-of-maturity adjustment, can remain similar across listed expiries. The key comparison uses strikes set at a fixed number of…

OptionsVolatilityDerivatives pricing
Quant Q&A

The document poses a conceptual question about pricing contingent claims under an equivalent martingale measure. It asks whether taking a conditional expectation requires specifying the underlying stochastic process or terminal distribution, or whether a…

Derivatives pricingStatistics
Quant Q&A

The document examines integrability conditions for a cumulative income process in a mathematical finance framework. It asks how an expectation under a risk-adjusted measure, involving the finite-variation component divided by a numeraire, relates to an…

Fixed incomeDerivatives pricingStatistics
Quant Q&A

The document asks whether forward rates derived from one compounding convention can be used to calculate discount factors under ACT/360. It presents a method for deriving a forward rate from two spot rates and maturities, then proposes a discount-factor…

Fixed incomeDerivatives pricingStatistics
Quant Q&A

The document raises implementation questions about valuing an interest rate swap in QuantLib. It asks how a piecewise log-cubic discount curve uses dates and rates supplied through rate helpers, including whether the curve interpolates between those inputs.…

Fixed incomeDerivatives pricingStatistics
Quant Q&A

The document considers whether options can reveal volatility over a specific upcoming interval, such as a trading day containing a scheduled central-bank announcement. It notes that implied volatility is only directly observable for horizons with liquid…

OptionsVolatilityDerivatives pricing
Quant Q&A

The document asks how to build a forward six-month LIBOR curve in a multi-curve framework from three market inputs: par OIS rates, a fixed six-month LIBOR rate, and par swap rates on swaps with semiannual floating payments and annual fixed payments. It…

Fixed incomeDerivatives pricingStatistics
Quant Q&A

Co-terminal, or diagonal, swaptions share a common final maturity while their expiries step forward and their underlying swap tenors shorten. The document illustrates the structure with a callable bond that can be redeemed at regular intervals before…

Fixed incomeOptionsVolatilityDerivatives pricing
Quant Q&A

The document explains why a futures contract’s implied repo rate may be higher when the short delivers on the last eligible date rather than the first. The key detail is that the invoice price includes accrued interest in addition to the futures price…

FuturesFixed incomeCarryDerivatives pricing
Quant Q&A

The document compares a portfolio of call options on individual assets with a call option written on a weighted portfolio of those assets. For nonnegative weights summing to one, the payoff of a call is a convex function of its underlying value. Convexity…

OptionsDerivatives pricingPortfolio construction