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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

5,701 documents

Quant Q&A

The document considers two equivalent ways to represent a complete market: state-contingent Arrow-Debreu securities and a set of complex securities whose payoff vectors span all possible states. It asks how to express the equilibrium price of each complex…

Derivatives pricingPortfolio constructionFixed incomeStatistics
Quant Q&A

The document discusses how to hedge a caplet dynamically in a theoretical framework, comparing it with delta hedging an equity call. One suggested approach is to use a forward rate agreement with the relevant expiry, such as an at-the-money FRA, and adjust…

OptionsFixed incomeDerivatives pricingRisk management
Quant Q&A

The document asks how to value a cancelable swap whose termination payment is linked to an index, then isolates the question of choosing when to pay an index-based amount. The provided answers treat the simplified payment as a scaled forward-like payoff and…

Derivatives pricingOptionsFixed incomeEquities
Quant Q&A

The document asks how to price a European option on an amortizing interest-rate swap when market volatility quotes are available only for standard, non-amortizing swaptions. It outlines the usual Black-style swaption valuation using an annuity, forward swap…

OptionsFixed incomeDerivatives pricingVolatility
Quant Q&A

The document recommends three books for someone beginning to trade USD interest rate swaps. It presents a general derivatives textbook as broad foundational reading, while noting that it offers limited focus on swaps, rates trading, or risk management. A…

Fixed incomeDerivatives pricingRisk management
Quant Q&A

The document explains how bank examiners classify loan quality, from Pass and Special Mention through Substandard, Doubtful, and Loss. Criticized loans are identified as those graded Special Mention, Substandard, or Doubtful. The grades distinguish emerging…

Fixed incomeRisk management
Quant Q&A

The document raises a question about why Treasury bond futures conversion factors move in opposite directions across delivery months for bonds with coupons above or below the contract’s 6% standard. It challenges the idea that the factor’s direction should…

FuturesFixed incomeDerivatives pricing
Quant Q&A

The note explains that a small negative Z-spread can occur for an investment-grade corporate bond. In the example, the observed spread is measured against LIBOR, which may sit above Treasury yields because it includes some bank credit risk. A highly rated…

Fixed incomeDerivatives pricingRisk management
Quant Q&A

The note explains repo as a funding source for a long bond and reverse repo as a way to borrow a security for a short. It addresses why financing is tied to the bond being held: repo lenders apply security-specific haircuts, so the cash raised against a bond…

Fixed incomeCarryRisk management
Quant Q&A

The document presents a closed-form expression for a zero-coupon bond price under an extended Hull-White short-rate model with time-varying drift, mean-reversion, and volatility parameters. The bond price is exponential-affine in the current short rate: one…

Fixed incomeDerivatives pricingStatistics
Quant Q&A

The document explains the distinction between Markit’s assumed and real recovery rates for credit default swaps. The assumed rate supports quote conversions between running spread and upfront payment, while the real rate represents the recovery used in…

Fixed incomeDerivatives pricing
Quant Q&A

The document discusses using the difference between five-year and two-year Treasury Inflation-Protected Securities yields as an indicator of inflation expectations. The answer’s proposed intuition is that longer-term yields may rise more than shorter-term…

Fixed incomeStatisticsUS markets
Quant Q&A

The document explains how a pension fund can use interest rate swaps within liability-driven investing to reduce the gap between asset and liability duration. Its example assumes a long-dated liability valued using a government bond yield, with only part of…

Fixed incomeDerivatives pricingRisk managementPortfolio construction
Quant Q&A

The document explains why balance sheet and income statement items do not always appear in the same categories across companies. It uses Goldman Sachs to illustrate that financial firms may present liabilities by type and maturity without a single…

StatisticsEquitiesFixed income
Quant Q&A

The document describes a simulation question about the Heath–Jarrow–Morton interest-rate framework. The author simulates forward rates with constant volatility and antithetic normal draws, then compares averages of simulated rates with corresponding values…

Fixed incomeStatisticsDerivatives pricing
Quant Q&A

The document explains how to represent dual-curve pricing for caps and caplets in QuantLib Python. The curve handle supplied to the pricing engine is used to discount cash flows, while the curve associated with the Ibor index supplies forward rates.…

Fixed incomeOptionsDerivatives pricing
Quant Q&A

The document outlines a validation approach for a finite-difference implementation of the Libor Market Model. It recommends comparing European swaption prices across at-the-money and in-the-money or out-of-the-money strikes with prices from a zero-shift SABR…

Fixed incomeOptionsDerivatives pricingBacktesting
Quant Q&A

The question describes pricing a fixed coupon bond in QuantLib with a flat yield curve built from semiannual zero rates. The user encounters a negative-time error because the curve’s first date comes after the evaluation date. The accepted answer explains…

Fixed incomeDerivatives pricing
Quant Q&A

The document explains how payment-in-kind bond coupons are capitalized instead of being paid fully in cash. In a common structure, the PIK schedule is set in advance: accrued interest increases the bond's factor, while its stated face value stays unchanged.…

Fixed incomeRisk management
Quant Q&A

The document clarifies that an option-adjusted spread is not a return that a hedge will realize on every interest-rate path. OAS is found by projecting an MBS’s cash flows across modeled rate paths, discounting them with the yield curve plus a spread, and…

Fixed incomeOptionsDerivatives pricingRisk management
Quant Q&A

The document explains a Value at Risk calculation for a mixture of a standard normal variable and an independent, rare discrete shock. In the example, the shock shifts a small-probability component far into the loss tail. Because that component accounts for…

Risk managementStatisticsFixed income
Quant Q&A

The document distinguishes several USD interest-rate curves that may appear in equity option pricing. A discount curve supplies discount factors for cash flows, but its name alone does not specify the benchmark or collateral convention used to construct it.…

OptionsDerivatives pricingFixed incomeUS markets
Quant Q&A

The document considers how to track exit risk for a portfolio of direct investments in real estate, infrastructure, and private equity. It proposes treating the ability to sell as an option: the hypothetical premium for a right to exit could serve as a cost…

OptionsRisk managementFixed incomeBacktesting
Quant Q&A

The document explains why a bond’s implied spot rate can differ from a rate curve built with a SciPy univariate spline. The bond has two remaining cash flows, and its price and yield-to-maturity equation imply a final-cash-flow spot rate of about 2.8%, while…

Fixed incomeStatisticsDerivatives pricing