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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

4,574 documents

Quant Q&A

The document asks how continuous foreign exchange hedging changes the volatility of an overseas asset, distinguishing a domestic-currency investment from a quanto option. For an unhedged asset translated into domestic currency, it explains that the return…

ForexOptionsVolatilityDerivatives pricing
Quant Q&A

The document explains how to compare offshore U.S. dollar corporate bonds with Brazilian real-denominated benchmarks. Its proposed framework is to model an asset swap: pay the bond’s cash flows and receive floating-rate payments in the target currency, then…

Fixed incomeForexDerivatives pricingRisk management
Quant Q&A

The document explains an apparent inconsistency in calculating foreign-exchange sensitivity. A cash flow expressed using one currency pair may appear to depend on another pair after rewriting exchange rates through a triangular currency relationship.…

ForexStatisticsRisk management
Quant Q&A

The document explains how to compare pip moves in two currency pairs that share the same base currency. It frames the calculation in terms of profit and loss: for a fixed base-currency trade size, the same pip move produces the same amount in the quote…

ForexPosition sizingStatistics
Quant Q&A

The note considers how foreign exchange exposure affects the risk of a portfolio holding foreign assets. For an unhedged position, the return can be represented as the hedged portfolio return plus a scaled currency return. Its variance includes the portfolio…

ForexPortfolio constructionRisk management
Quant Q&A

The discussion explains how to interpret USD/JPY forward points and the direction of an FX swap. It illustrates the quote convention with a spot rate and a three-month forward below spot, then describes how dealing at the bid or offer determines which…

ForexFixed incomeDerivatives pricingMarket microstructure
Quant Q&A

The document outlines a practical way to consolidate risk measures for a multi-market options portfolio. Its central recommendation is to separate security-level risk calculations from products and reports: calculate exposures in a shared system, store…

OptionsMulti-assetRisk managementPortfolio construction
Quant Q&A

The document compares proposed risk-free rates for discounting options, including government bond yields, overnight index swap rates, and fixed assumed rates. For collateralized trades, the practitioner answer recommends discounting with the rate on the…

OptionsDerivatives pricingFixed incomeForex
Quant Q&A

The document addresses pricing American-style foreign exchange options in QuantLib when both domestic and foreign interest rates matter. The accepted answer explains that a Garman–Kohlhagen process, which incorporates both currency yield curves, can be…

OptionsForexDerivatives pricingVolatility
Quant Q&A

The document poses a question about deriving hedging dynamics for a multi-currency derivative whose inputs are domestic and foreign forward rates and a forward foreign-exchange rate. It sets up a portfolio holding the derivative and short positions in the…

ForexDerivatives pricingRisk management
Quant Q&A

The document asks how to form a return series for strategies whose cumulative profit and loss can become negative, in the context of statistical strategy comparisons such as White's Bootstrap Reality Check. The issue is that conventional log returns cannot…

StatisticsBacktestingOptionsForex
Quant Q&A

The document addresses how to interpret the dividend-yield input when adapting a vanilla option delta or pricing framework to foreign exchange. Its answer explains that an FX option’s underlying is an exchange rate and that holding the foreign currency has…

ForexOptionsDerivatives pricing
Quant Q&A

The document raises design questions for a web chart showing the equity performance of foreign-exchange trading strategies. It asks whether equity should be recorded on every market tick or at a coarser interval, noting that frequent snapshots can create…

ForexBacktestingPortfolio construction
Quant Q&A

The document describes a multinational consolidation path from a USD functional currency in El Salvador through GBP books in the UK and back to USD books in the US. It reports that USD transactions can return at a different amount after translation, giving…

ForexMulti-assetStatistics
Quant Q&A

The document asks how an FX spot market maker should manage and hedge currency inventory accumulated while providing quotes. It raises practical questions about measuring exposure, choosing hedge instruments, and deciding how frequently to rebalance while…

ForexMarket makingRisk managementExecution
Quant Q&A

The document discusses a user’s attempt to obtain a 21-observation-ahead volatility forecast with the R package function ugarchroll. The user sets a forecast length and expects results dated after the final observation, but the returned data still end on the…

ForexVolatilityBacktesting
Quant Q&A

The document sketches how a foreign investor might translate a bond investment into domestic-currency cash flows using a cross-currency swap, then interest rate swaps. Its example has a US investor acquiring euros through a swap, purchasing a…

Fixed incomeForexArbitrageDerivatives pricing
Quant Q&A

The document presents a QuantLib Python question about building an FX swap curve from overnight and tomorrow-next quotes and reproducing the input forward points. It supplies a setup with a trade date, spot settlement lag, spot rate, collateral curve,…

ForexDerivatives pricingFixed income
Quant Q&A

The document asks how to move from FX vanilla and barrier option quotes to a local volatility model. The author describes fitting smiles at quoted maturities with Vanna–Volga, then interpolating total variance across maturities using a flat-forward approach.…

ForexOptionsVolatilityDerivatives pricing
Quant Q&A

The discussion considers whether average hourly foreign-exchange log returns differ from zero, based on separate one-sample t-tests for 24 hour-of-day buckets. A central statistical issue is multiplicity: running many tests at a nominal significance level…

ForexStatisticsRisk management
Quant Q&A

This explanation describes how foreign-exchange reserve requirements can affect the onshore yuan market when capital movement is restricted and onshore and offshore rates differ. A central bank seeking yuan appreciation can sell foreign-currency reserves to…

ForexChina marketsRisk management
Quant Q&A

This note gives a simple way to estimate the mark-to-market value of an existing FX forward between its trade date and maturity. It linearly interpolates the agreed forward rate from the initial spot rate toward the contracted maturity rate, then compares…

ForexDerivatives pricing
Quant Q&A

The document addresses risk management for an over-the-counter vanilla FX option book as Morocco transitions toward a floating exchange rate. It identifies two exposures to consider: a period of elevated currency volatility and a large one-time repricing of…

ForexOptionsRisk managementDerivatives pricing
Quant Q&A

The document describes an attempt to derive a GBP yield curve from a bootstrapped USD overnight indexed swap curve and FX forward quotes using QuantLib. The USD discount factors match a separate library, but the GBP discount factors differ slightly. The code…

ForexFixed incomeDerivatives pricingStatistics