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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

8,116 documents

Quant Q&A

The document explains how to adjust a short options position when its aggregate delta moves from neutral to positive. To bring delta back toward zero, the answer recommends selling the underlying, such as its futures contract. The position’s reported Greeks…

OptionsFuturesRisk management
Quant Q&A

The discussion addresses volatility inputs for a cash-or-nothing call valued with a Black–Scholes formula when the option expires on an hourly schedule and the underlying is sampled every few seconds. The answer focuses on matching time units: Black–Scholes…

OptionsVolatilityDerivatives pricing
Quant Q&A

The document shows how a long caplet and a short floorlet with the same strike can be combined to reproduce the payoff of a forward rate agreement in which the fixed rate is paid. The caplet payoff is the positive part of the reference rate minus the strike;…

OptionsFixed incomeDerivatives pricing
Quant Q&A

The note presents a variance-related log contract payoff as a function of the terminal asset price, initial price, and time horizon. It also states the payoff’s first and second derivatives with respect to the terminal price. The first derivative depends on…

OptionsDerivatives pricingVolatility
Quant Q&A

The note explains how to obtain Black–Scholes implied volatility for an option priced under the Heston stochastic volatility model. Heston parameters determine the model price; they are not themselves implied volatility inputs to that pricing formula. The…

OptionsDerivatives pricingVolatilityStatistics
Quant Q&A

The note examines how a European call or put’s Black–Scholes vega changes as volatility approaches zero or becomes very large. It gives the vega formula and the expression for d₁, then uses their limiting behavior to argue that vega tends to zero at both…

OptionsDerivatives pricingVolatility
Quant Q&A

The document explains why the VIX model does not translate directly into a universal volatility index for every asset class. VIX is described as the square root of a variance swap strike, calculated from traded equity index options; constructing a comparable…

VolatilityOptionsFixed incomeForex
Quant Q&A

The document outlines two broad ways to gain leveraged exposure to an underlying security. Loan based approaches use the purchased asset as collateral, as with a broker margin loan; bond traders also use repo financing. These methods involve borrowing…

EquitiesFuturesOptionsFixed income
Quant Q&A

The document raises a pricing question about a constant-maturity-swap (CMS) spread option under a normal model. If the two underlying CMS rates are jointly normal, their difference is also normally distributed, which can make an option on that spread…

Fixed incomeOptionsDerivatives pricingStatistics
Quant Q&A

The document clarifies what buying a call on EURUSD represents and how currency quotation conventions determine the payoff. EURUSD states how many units of the quote currency, USD, are needed for one unit of the base currency, EUR. A call on the pair is a…

ForexOptionsDerivatives pricing
Quant Q&A

The document explains the relative effect of implied volatility level and strike skew on the price of a put spread. A spread combines a long put nearer the money with a short lower-strike put. The short option can benefit from higher implied volatility at…

OptionsVolatilityDerivatives pricing
Quant Q&A

The document describes a numerical implementation question about solving the Heston option-pricing equation with an alternating direction implicit finite-difference scheme. The equation is split into operators for the asset-price direction, variance…

OptionsVolatilityDerivatives pricingStatistics
Quant Q&A

The question concerns inputs for studying whether mortgage-backed securities hedging affects swap-rate volatility. It describes a proposed ordinary least squares regression with expected 10-year swap volatility as the dependent variable and mortgage-market…

Fixed incomeVolatilityOptionsStatistics
Quant Q&A

The document asks whether the market price of a vanilla-call butterfly can reveal the probability that the underlying finishes between its outer strikes. In the infinitesimal-strike limit, butterfly prices relate to the risk-neutral density; for practical…

OptionsDerivatives pricingStatistics
Quant Q&A

The explanation derives the relationship between a company’s equity volatility and the volatility of its assets in the Merton structural credit model. It starts from the model’s interpretation of equity as a call option on firm assets, with liabilities…

Fixed incomeOptionsDerivatives pricingRisk management
Quant Q&A

The document interprets a steep implied-volatility term structure by treating “inherent volatility” as the volatility expected after the near-term period. It uses the principle that variances accumulate over time: the total variance implied for a two-year…

OptionsVolatilityDerivatives pricing
Quant Q&A

The discussion asks whether Fourier transforms can recover the joint distribution of interest-rate and stock-price risks from call option prices when the rate follows a mean-reverting diffusion and the stock has rate-dependent drift. The central response is…

OptionsFixed incomeDerivatives pricingStatistics
Quant Q&A

The note addresses why a W-shaped implied-volatility curve does not by itself determine whether options have butterfly arbitrage. The relevant no-arbitrage condition is convexity of the call price with respect to strike, not convexity of implied volatility…

OptionsDerivatives pricingVolatility
Quant Q&A

The document derives a European call price for a price process whose log value includes the time integral of Brownian motion. It uses the fact that the integral is normally distributed with variance proportional to the cube of time, showing that the terminal…

OptionsDerivatives pricingStatistics
Quant Q&A

The document examines why a discount factor inferred from put-call parity appears to vary with strike. Its proposed synthetic position combines a long share, a short call, and a long put with the same strike, producing a terminal payoff tied to that strike.…

OptionsDerivatives pricingRisk management
Quant Q&A

The document outlines a Monte Carlo method for pricing a fixed-strike Asian call. Simulate asset paths under the risk-neutral process, calculate each path’s average asset price, apply the call payoff to that average, discount the payoff to the valuation…

OptionsDerivatives pricingStatisticsRisk management
Quant Q&A

The document examines a European power call with payoff equal to the positive part of a power of the terminal stock price minus the strike. Under the Black–Scholes risk-neutral model, it splits the discounted payoff into a truncated stock-power expectation…

OptionsDerivatives pricingStatistics
Quant Q&A

The document raises a notation question about put–call parity: why one presentation gives the call-minus-put difference as a futures price, while another expresses it as a discounted difference between the forward price and strike. It asks whether this…

OptionsDerivatives pricingFutures
Quant Q&A

The document considers whether liquid in-the-money options should be included when describing an implied volatility skew. One response says inclusion is not inherently wrong, but at-the-money and out-of-the-money options may be more informative because skew…

OptionsVolatilityDerivatives pricing