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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

BigQuant

This translated summary of BlackRock’s 2022 outlook argues that markets were entering a regime distinct from the prior half century. It expected inflation to settle above its pre-pandemic trend, central banks to respond more slowly than in past cycles, and…

Multi-assetEquitiesFixed incomeRisk management
BigQuant

This summary of a securities research report outlines China’s three-pillar pension system: public basic pensions, employer-sponsored plans, and individual or household savings. It distinguishes the public schemes for urban employees from the scheme covering…

China marketsFixed incomeMulti-assetRisk management
BigQuant

This document summarizes a framework for deciding whether and how to combine single-factor smart beta strategies with multifactor portfolios. It represents each candidate strategy as exposures to a small set of investable elementary smart betas—initially…

Factor investingPortfolio constructionRisk managementEquities
BigQuant

The document combines two research summaries. The first explains how target-date fund allocations can account for retirement spending as a liability alongside financial assets and human capital. A liability-aware optimization framework treats…

Portfolio constructionFixed incomeCommoditiesEquities
quant-trading

This document is a dated series of U.S. Treasury yields organized by maturity, from short bills through long-term securities. Each row pairs an observation date with a maturity and quoted yield, allowing researchers to examine how rates across the curve…

Fixed incomeUS marketsStatistics
ProRealCode

The report outlines a fixed-income-plus approach that reserves some capital for options margin and option buying strategies, while investing most remaining funds in government bonds. It combines directional index exposure, short volatility, and event-driven…

OptionsFixed incomeVolatilityPortfolio construction
SuperMind

The document describes buying already-listed Chinese convertible bonds at lower prices and selling them higher, including the appeal of same-day trading and lower stated transaction fees than stocks. It contrasts this approach with bond subscriptions and…

China marketsFixed incomeArbitrageRisk management
BigQuant

This research summary outlines a framework for evaluating and allocating active equity and bond funds. For equity funds, it describes classification and performance attribution using both holdings and returns, then discusses portfolios of active funds and…

Multi-assetEquitiesFixed incomePortfolio construction
BigQuant

This Chinese-language strategy note surveys ways to connect macro conditions, company fundamentals, valuation, and sector performance. It describes a credit and earnings framework for market regimes, a rolling stock-bond yield spread as a relative valuation…

EquitiesChina marketsFactor investingStatistics
BigQuant

This monthly allocation report describes a strategic portfolio framework that maps broad asset holdings to underlying macroeconomic risks. It uses principal component analysis to define five factors—economic growth, interest rates, credit, term spread, and…

Multi-assetEquitiesFixed incomeFactor investing
Amberdata research

The article argues that Bitcoin implied volatility should be read alongside broader market measures. It highlights VIX, VVIX, MOVE, the dollar index, gold volatility, and yield curve shape as potential clues to changes in crypto volatility. It attributes…

CryptoVolatilityOptionsMulti-asset
BigQuant

The article summarizes research that models mutual fund returns and performance persistence with a Bayesian dynamic panel. The model allows fund returns to have time-varying variances and covariances, autocorrelation, stochastic volatility, and measurement…

Fixed incomeStatisticsRisk managementPortfolio construction
FMZ forum

The document introduces the Ornstein–Uhlenbeck (OU) process as a continuous-time model for a variable that is pulled toward a long-run mean while exposed to random shocks. It explains the roles of the mean, reversion speed, and volatility, contrasts OU…

StatisticsMean reversionFixed incomePairs trading
BigQuant

This retrospective examines US exchange traded products and China’s ETF market during 2020, covering fund flows, product launches, fees, providers, regulation, and investor preferences. In the United States, bond ETF inflows were strong amid Federal Reserve…

Multi-assetEquitiesFixed incomeChina markets
SuperMind

This document proposes screening metaverse-sector stocks for a positive return and an associated outstanding convertible bond with a nonempty short name. It presents the bond link as a way to focus on companies that have issued convertible debt, while the…

China marketsEquitiesFixed incomeRisk management
BigQuant

This research summary reviews several empirical findings drawn from macroeconomic and equity data. It reports that principal components built from 132 monthly macro series across 15 categories produce eight factors that explain a stated share of the next…

Fixed incomeEquitiesFactor investingTrend following
FMZ forum

This essay challenges common claims about government money creation, bank reserves, public debt, quantitative easing, inflation, interest rates, and the Federal Reserve. It argues that commercial bank lending creates much of the money supply, reserves remain…

Fixed incomeUS marketsStatistics
BigQuant

This document summarizes a documentary series on the development of money and financial systems. Its topics include the origins and social role of credit and debt, the rise of securities markets and sovereign borrowing, insurance and the welfare state,…

Multi-assetFixed incomeEquitiesRisk management
BigQuant

This literature digest covers two topics. The first evaluates asset-pricing factor models using the maximum squared Sharpe ratio. It describes comparisons among nested models, from CAPM through three-, five-, and six-factor specifications, and non-nested…

Factor investingPortfolio constructionRisk managementEquities
Kraken Learn

The document introduces tokenization as representing assets on blockchain networks in a way that supports transparent tracking and resistance to tampering. It describes tokenization as applicable across asset classes, naming art, collectibles, corporate…

Multi-assetFixed incomeCommodities
BigQuant

This report examines fund advisory services in China, including how third-party fund platforms work with licensed asset managers and how advisory services may evolve. It describes the platforms mainly as places where advisory strategies are presented, with…

China marketsPortfolio constructionEquitiesFixed income
BigQuant

This research summary compares common ways to divide macroeconomic cycles: the growth-and-inflation framework often called the Merrill Lynch clock, monetary-credit cycles, and monetary-economic cycles. It argues that these approaches revolve around money,…

Multi-assetChina marketsStatisticsFixed income
BigQuant

The report outlines a multi-asset allocation framework that links macroeconomic risks to broad asset classes, styles, and industries. It identifies economic growth, interest rates, exchange rates, inflation, and credit as five central risk factors. A…

Multi-assetPortfolio constructionRisk managementStatistics
Kraken Learn

The document explains Centrifuge as a decentralized finance protocol that connects business lending with crypto-based liquidity. Its Tinlake marketplace represents real-world assets, such as invoices and mortgages, as blockchain tokens that can serve as…

DeFiCryptoFixed incomeRisk management