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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 explains how market interest rate curves are built from observed instrument prices and why forward rates should not be read as certain predictions of future rates. Curve construction fits a chosen functional form to prices or quotes for…

Fixed incomeDerivatives pricingStatistics
Quant Q&A

The document asks how to value a continuous payment stream with a constant rate that stops at a random time. It frames the value as the expected discounted payments and questions whether that expectation should use real-world probabilities when the…

Derivatives pricingStatisticsRisk management
Quant Q&A

The note addresses how default survival indicators enter conditional expectations used in a credit valuation adjustment calculation. It explains that, under a hazard-rate construction in which the random variable used to generate default is independent of…

Fixed incomeDerivatives pricingRisk managementStatistics
Quant Q&A

The note explains a basic approach to valuing a credit-risky bond: discount its promised principal and coupon payments using risk-free rates adjusted by a credit spread. This spread represents compensation for the issuer’s credit risk, so the valuation does…

Fixed incomeDerivatives pricingRisk management
Quant Q&A

The document responds to a mathematically trained reader seeking an efficient introduction to quantitative finance, especially derivatives. It recommends introductory texts on derivative pricing and quantitative finance, more advanced material on stochastic…

Derivatives pricingOptionsRisk managementStatistics
Quant Q&A

The discussion explains why a dealer who sells an option may adjust an underlying position as the option’s delta changes. An initial hedge offsets directional exposure, but subsequent price moves alter delta, so keeping the position near delta neutral…

OptionsDerivatives pricingMarket makingRisk management
Quant Q&A

The document asks whether deriving interest rate curves under a Credit Support Annex (CSA) creates convexity effects when moving between fixing dates. Its example concerns a US dollar trade collateralised in euros, and asks whether correlation between…

Fixed incomeDerivatives pricingForexRisk management
Quant Q&A

The document clarifies how to check that a closed-form call option price satisfies the Black-Scholes partial differential equation. The price is a deterministic function of the current underlying price and time, so the verification proceeds by calculating…

OptionsDerivatives pricingStatistics
Quant Q&A

The document explains why pricing a European option in QuantLib involves defining dates, calendars, day-count conventions, market curves, volatility, an underlying process, a payoff, an exercise style, and a pricing engine. This structure supports consistent…

OptionsDerivatives pricing
Quant Q&A

The document poses a conceptual question about a company managing commodity exposure through dynamic hedging. The described policy begins with a market price and a higher budget price, which acts as a maximum acceptable average purchase level. The company…

CommoditiesOptionsDerivatives pricing
Quant Q&A

The document describes an attempt to build a EUR interest-rate curve from Bloomberg tenor rates with Rateslib, then price swaps at different maturities. The curve uses the EUR IRS convention, log-linear interpolation, and discount factors calibrated from the…

Fixed incomeDerivatives pricingStatistics
Quant Q&A

The document raises a model-selection question for options on short-term interest rate futures, using SONIA as its example. It contrasts a normal model, motivated by the author's view of the underlying's distribution, with a lognormal Black model whose…

OptionsFixed incomeDerivatives pricingVolatility
Quant Q&A

The question describes a QuantLib credit-default-swap curve calibration that fails on CDS roll dates. The author builds a piecewise hazard-rate curve from CDS helpers and reports matching market values on some dates, but receives a root-not-bracketed error…

Fixed incomeDerivatives pricingRisk management
Quant Q&A

The discussion examines whether a European call can gain value as time passes when the underlying price is held fixed. It challenges the claim that positive interest rates alone rule this out and uses Black–Scholes pricing to illustrate how dividends affect…

OptionsDerivatives pricingVolatility
Quant Q&A

The note explains how an over-the-counter option sold by a bank is generally viewed from the dealer’s perspective. After receiving the premium, the dealer has a contract that may require future cash payments, so a short option position is treated as a…

OptionsDerivatives pricingRisk management
Quant Q&A

The note explains why a credit default swap can resemble a bet while serving as a credit-risk transfer instrument. A bondholder or other party exposed to a company’s credit risk can pay a premium to a protection seller, who owes compensation if a defined…

Fixed incomeDerivatives pricingEvent-drivenMarket microstructure
Quant Q&A

The document poses a continuous-time valuation problem for a cash flow tied to two stochastic state variables and a pricing kernel. It specifies correlated Brownian drivers, state-dependent growth, and a two-state continuous-time Markov process for the…

StatisticsDerivatives pricing
Quant Q&A

The document examines whether dynamically delta hedging a short option guarantees recovery of the option’s initial extrinsic value when it expires out of the money. It explains that this conclusion holds only in an idealized limit: with zero transaction…

OptionsDerivatives pricingRisk managementVolatility
Quant Q&A

The document analyzes a double call that gives its holder a choice between exercise at an earlier date with strike K1 and exercise at a later date with strike K2. It states a condition under which early exercise is suboptimal: the discounted earlier strike…

OptionsDerivatives pricingArbitrage
Quant Q&A

The document explains the shift from single-curve swap valuation to multi-curve valuation. Before the financial crisis, practitioners commonly treated LIBOR as a risk-free rate and used it to construct swap curves. Under modern collateralized valuation, an…

Fixed incomeDerivatives pricingStatistics
Quant Q&A

The document asks why early termination of a cross-currency swap may include a notional exchange unwind value based on spot foreign exchange, in addition to the present value of the swap legs. The response explains that the contract has cash flows and…

Fixed incomeForexDerivatives pricingRisk management
Quant Q&A

The document considers whether a return variance-covariance matrix should be identical under the physical probability measure and the risk-neutral measure. Its answer emphasizes that equality is not generally supported by empirical evidence. In particular,…

OptionsVolatilityStatisticsDerivatives pricing
Quant Q&A

The document considers a lookback call in a two-period Cox–Ross–Rubinstein binomial model. Its payoff is the terminal asset price minus the lowest price reached across the life of the option, so the payoff depends on the path as well as the terminal price.…

OptionsDerivatives pricingBacktesting
Quant Q&A

The document asks how to transform short-rate dynamics in a one-factor Linear Gaussian Markov model from its associated numeraire measure to the risk-neutral measure, in order to identify the Hull–White form. The questioner derives the diffusion of the…

Fixed incomeDerivatives pricingStatistics