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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
Quantpedia
86 documents
TqSdk
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

8,116 documents

Quant Q&A

The document considers the issuer’s exposures on an autocallable note linked to the FTSE 100. The note has annual autocall observations, a coupon that accumulates until autocall, a maturity date, and a downside knock-in barrier observed at maturity. The…

OptionsDerivatives pricingRisk management
Quant Q&A

This question describes fitting a probability distribution for an asset’s terminal price to discrete option quotes. It proposes using a distribution inferred from market implied volatilities as a prior, then minimizing relative entropy from that prior…

OptionsDerivatives pricingStatistics
Quant Q&A

The exchange presents a regression-based way to estimate how implied volatility may change when the underlying spot price moves. It points to a minimum-variance delta relationship in which the expected implied volatility change depends on the proportional…

OptionsVolatilityDerivatives pricingStatistics
Quant Q&A

The document explains how to track relative implied volatility at a specific option delta over time, such as comparing a 10-delta put with an at-the-money put. The suggested process begins with collecting option quotes across strikes and expirations for each…

OptionsVolatilityDerivatives pricingStatistics
Quant Q&A

Convertible bond parity compares the value of the shares obtainable on conversion with the bond’s face value. When the stock and bond are quoted in different currencies, the share value must first be converted into the bond’s currency using the relevant…

Fixed incomeOptionsForexDerivatives pricing
Quant Q&A

The document frames corporate profit taxation as an option-like exposure: tax is owed when earnings are positive, while losses do not generate an equivalent tax benefit. On that view, the government holds a call-like claim on company profits, leaving the…

OptionsRisk managementEquities
Quant Q&A

The document derives how delta hedging an options book can affect the underlying when hedge trades move its price. It starts with the delta-hedged profit and loss formula, then models price impact as proportional to the dollar demand created by rebalancing.…

OptionsDerivatives pricingVolatilityMarket microstructure
Quant Q&A

The document discusses counterparty credit valuation adjustment for a European call bought from a counterparty. The key intuition is that the buyer has paid the premium and remains exposed to losing the value of the option if the seller defaults before…

OptionsDerivatives pricingRisk management
Quant Q&A

The document addresses why labels such as long and short can be confusing for multi-leg option strategies. A debit or credit alone does not determine a strategy’s directional classification: spreads, butterflies, and similar structures combine bought and…

OptionsDerivatives pricingRisk managementPosition sizing
Quant Q&A

The document discusses whether an asset’s price, represented through risk-neutral valuation, must be below its expected discounted payoff under the real-world probability measure. The answer distinguishes how stocks and derivatives are priced: a stock’s…

OptionsDerivatives pricingRisk management
Quant Q&A

The note clarifies that Black–Scholes gamma measures the change in option delta per unit change in the underlying price. It is an absolute sensitivity, so a large gamma value for a low-priced underlying does not itself indicate an error or describe a…

OptionsDerivatives pricingVolatility
Quant Q&A

The document describes the OCC-style 21-character format for exchange-traded option symbols. It breaks the descriptor into a seven-character root, a six-digit expiration date, a one-character call or put marker, and an eight-character strike field. It…

OptionsUS marketsExecution
Quant Q&A

The document considers how to compare hedging strategies for two models that price options on WTI crude oil futures. It questions whether a traditional delta hedge is meaningful when the underlying is a futures contract, since buying or selling futures does…

CommoditiesFuturesOptionsBacktesting
Quant Q&A

The document asks whether a receiver swaption is equivalent to a callable bond. The main response distinguishes the instruments: a callable bond is a security exposed to issuer default, while a swaption is an interest-rate option. It then describes an…

Fixed incomeOptionsDerivatives pricingRisk management
Quant Q&A

The document compares short- and long-dated straddles as ways to take a long-volatility position. Its answer links short-term straddles to profits from realized movements that exceed expectations, describing this exposure in terms of gamma. Longer-term…

OptionsVolatilityDerivatives pricing
Quant Q&A

The document considers an embedded equity conversion option in a bond issued by an Indian company. The bond is denominated and repaid in US dollars, while the underlying shares trade in Indian rupees; the conversion price uses a fixed USD/INR rate. One…

Fixed incomeOptionsForexDerivatives pricing
Quant Q&A

The document outlines how a variance swap works: the buyer exchanges a fixed variance strike for realized variance calculated from returns over specified observation dates. For liquid standard contracts, the market quotes the strike; for nonstandard expiries…

Derivatives pricingVolatilityOptionsStatistics
Quant Q&A

The discussion asks whether equity option valuation should account for uncertainty in interest rates, including in a risk-neutral expectation discounted by the path of the short rate. It explains that interest-rate sensitivity, measured by rho, is usually…

OptionsDerivatives pricingVolatilityRisk management
Quant Q&A

The document explains why a deterministic partial differential equation can describe the value of a claim whose payoff depends on a stochastic process. In a Markov setting, the conditional expected payoff is a function of the current state and time. Under…

Derivatives pricingStatisticsOptions
Quant Q&A

The document considers geometric Brownian motion paths that remain above a lower price barrier throughout a fixed horizon. It starts from a supplied survival probability and frames the requested conditional mean and variance of the terminal price in terms of…

StatisticsDerivatives pricingOptionsRisk management
Quant Q&A

The document explains why pricing a plain vanilla foreign exchange option from spot or from the outright forward can lead to equivalent formulations. Garman–Kohlhagen uses spot and domestic and foreign interest rates, while Black–76 uses the forward price.…

ForexOptionsDerivatives pricing
Quant Q&A

The document explains how the standard Black–Scholes partial differential equation can be rearranged so that its second-order price term appears as the derivative of a product. Applying the product rule to the diffusion term creates an additional…

Derivatives pricingOptionsStatistics
Quant Q&A

The discussion questions whether option sellers hedge more actively than buyers and argues that the buyer-versus-seller label alone does not determine hedging behavior. Responses emphasize the difference between customers and dealers or market makers:…

OptionsMarket makingVolatilityMarket microstructure
Quant Q&A

The note examines an undefined function, F_X, in a theorem associated with the Longstaff–Schwartz method for valuing American options. It compares the theorem’s notation with the paper’s discussion of approximating the continuation value F using M basis…

OptionsStatistics