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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
WonderTrader
14 documents
Alphalens
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

2,013 documents

BigQuant

The article presents a scenario analysis of how sustained high crude prices could affect energy-importing and energy-exporting economies. It argues that higher energy costs may shift income toward resource exporters, raise manufacturing expenses in importing…

CommoditiesVolatilityMulti-asset
BigQuant

This overview explains how factor models can identify portfolio risk drivers and how factor strategies can target their associated return premia. It describes equity factors such as value, size, momentum, volatility, quality, yield, growth, and liquidity,…

Factor investingMulti-assetRisk managementPortfolio construction
NautilusTrader

The document explains how a trading portfolio values positions, converts PnL and exposure across currencies, calculates equity, and records account snapshots. It describes price and exchange-rate selection, including mark prices, side-specific quotes, last…

Multi-assetPortfolio constructionRisk managementStatistics
MQL5 code base

The McClellan Summation Index is presented as a cumulative market-breadth indicator built from the McClellan Oscillator. Its underlying RANA measure compares the number of bullish candles with the number of bearish candles across symbols sharing a selected…

EquitiesTechnical indicatorsStatisticsMulti-asset
MQL5 code base

The MultiMFITrend_x10 indicator summarizes Money Flow Index oscillator positions across ten timeframes. Each displayed line corresponds to one timeframe’s indicator reading, allowing the chart user to view several oscillator states together. The lines use…

Technical indicatorsMulti-asset
BigQuant

This research summary reviews the US retirement system through three pillars: federal retirement benefits, employer-sponsored pension plans, and individual retirement accounts. It compares their contribution or collection arrangements, asset management, and…

Multi-assetPortfolio constructionEquities
BigQuant

The report studies momentum-based rotation among 15 E Fund industry, theme, and selected broad-market ETFs. It compares 20-, 60-, and 120-day return momentum measures, using information coefficient and ranked portfolio tests over a historical Chinese market…

China marketsMulti-assetMomentumPortfolio construction
MQL5 code base

The document describes KRI_HTF, an indicator variant that lets users choose the chart timeframe through an input parameter. The supplied example sets the timeframe to four hours, while indicating that another timeframe can be selected in the indicator…

Technical indicatorsMulti-asset
Cryptohopper blog

This introductory comparison explains shared market features and differences between trading company shares and cryptocurrencies. Both markets rely on supply and demand, operate through digital platforms, and expose participants to losses. The article…

CryptoEquitiesVolatilityRisk management
Stratmill research code

The document explains an optimal-transport approach to measuring dependence between asset return series. It first transforms observations into empirical copula coordinates using normalized ranks, which removes marginal scales while retaining dependence…

StatisticsMulti-assetRisk managementPortfolio construction
BigQuant

The document reviews research on the negative convexity of periodically rebalanced stock and bond portfolios. Rebalancing maintains target weights, but it repeatedly sells assets that have gained and buys those that have lagged. When stocks and bonds move…

Multi-assetTrend followingRisk managementPortfolio construction
BigQuant

This overview surveys approaches to combining strategies and allocating capital across assets. It traces the progression from fixed mixes and mean-variance optimization to Black-Litterman allocations that incorporate investor views, endowment-style exposure…

Multi-assetPortfolio constructionRisk managementFactor investing
BigQuant

The document introduces quantitative timing as a way to choose when to buy or sell assets using historical prices, market indicators, and mathematical models. It describes moving averages, including simple and exponential forms, as tools for tracking price…

Multi-assetTechnical indicatorsStatisticsRisk management
BigQuant

This literature summary covers two separate topics. The first describes a framework for studying how mutual fund managers’ personal characteristics relate to performance, decomposing outcomes into overall results, return and risk, and timing and security…

Multi-assetOptionsPortfolio constructionVolatility
Lumibot

This Russian-language overview introduces LumiBot, a Python framework for building, backtesting, and running trading strategies through supported brokers. It describes a shared strategy lifecycle for hand-coded rules and AI-assisted agents, with historical…

Multi-assetBacktestingExecutionMachine learning
BigQuant

This review explains why diversification may help more during declines than during gains, and why average correlations can hide that difference. It recommends estimating an asset pair’s downside relationship by conditioning on the portfolio’s main growth…

Multi-assetPortfolio constructionRisk managementStatistics
SuperMind

This review challenges the assumption that diversification works equally in rising and falling markets. It argues that the useful question is how a prospective diversifier behaves when a portfolio’s main growth asset falls. To measure downside correlation,…

Multi-assetPortfolio constructionRisk managementStatistics
MQL5 code base

This indicator displays three Relative Strength Index series from user-selected timeframes in a separate chart window, together with their average. It lets users set the RSI period and overbought and oversold levels, choose which timeframe series to show,…

Technical indicatorsMulti-asset
MQL5 code base

This short note describes calculating a moving average in relation to the timeframe currently displayed, so that averages on different chart intervals can represent comparable spans of market activity. Its example compares an exponential moving average of…

Technical indicatorsMulti-asset
BigQuant

This report summary outlines a risk-budgeting approach to domestic multi-asset allocation conditioned on economic growth and inflation regimes. It describes statistical comparisons of asset behavior across those states and reports rotation patterns: bonds…

Multi-assetPortfolio constructionRisk managementBacktesting
BigQuant

The document is a brief summary of a research report on constructing a manager-of-managers portfolio. It names three stages: selecting an asset-allocation approach, evaluating investment managers, and managing the portfolio dynamically over time. It also…

Portfolio constructionMulti-assetRisk management
Kraken Learn

The document outlines a proposal for a U.S. Bitcoin reserve alongside a broader stockpile of other digital assets. It says the stockpile would initially contain assets forfeited to the government, while additions to the Bitcoin reserve could use…

CryptoMulti-assetRisk managementPortfolio construction
NautilusTrader

The overview describes a multi-asset trading platform that uses a Rust core for event-driven processing and Python for strategy control and system orchestration. Its central design idea is to use common strategy and execution components across research,…

BacktestingExecutionMarket microstructureMulti-asset
BigQuant

This research review examines whether education ties among Chinese hedge fund managers are associated with fund performance. It builds time-varying networks in which funds are connected when their managers share a school and a similar field of study, then…

Multi-assetChina marketsStatisticsPortfolio construction