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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 report reviews the issuance and performance of Chinese private CTA products in the first quarter of 2018, then discusses equity index futures, government bond futures, and commodity markets. It links strategy ideas to changes in volatility, trading…

FuturesCommoditiesFixed incomeTrend following
BigQuant

The document reviews three quantitative allocation approaches: rotating between equities and bonds, flexible multi-asset allocation, and multi-asset trend following. Each approach is offered at conservative, moderate, and aggressive risk levels, allowing…

Multi-assetEquitiesFixed incomeTrend following
BigQuant

This research note outlines a framework for evaluating funds and constructing allocations across active equity funds, enhanced index funds, and active bond funds. For equity funds, it discusses classification and performance attribution using both holdings…

Multi-assetEquitiesFixed incomePortfolio construction
SuperMind

The study summary describes estimating bond fund asset exposures from externally available data when reported holdings are delayed, infrequent, and incomplete. Its central method is regression: fund returns are related to price-weighted asset returns, using…

Fixed incomeStatisticsFactor investingPortfolio construction
BigQuant

This research digest reviews two portfolio topics. The first concerns Shiller’s cyclically adjusted price-to-earnings ratio (CAPE): it can help forecast long-run equity returns as valuations tend to mean-revert, but its short-term signal is unreliable when…

EquitiesFixed incomeMulti-assetMean reversion
Amberdata research

This podcast summary introduces Superstate's approach to representing traditional financial assets on a blockchain. Its featured product, USTB, is described as a tokenized short-term US government bond product. The discussion centers on using blockchain to…

Fixed incomeDeFiCryptoDerivatives pricing
SuperMind

This overview classifies quantitative funds by strategy, market, instrument, and time horizon. It describes trend following, which seeks sustained price moves and can have a low win rate while relying on occasional large trends, and countertrend trading,…

Multi-assetTrend followingMean reversionArbitrage
BigQuant

This report reviews Chinese market and exchange-traded product developments for the week of March 30 to April 3, 2020. It summarizes moves in domestic equity indexes, bond yields, precious metals, currencies, and traded ETP categories. Equity and…

EquitiesFixed incomeCommoditiesMulti-asset
ProRealCode

The study outlines China’s convertible bond market and develops a screening factor intended to identify bonds with relatively low embedded-option valuations. It decomposes convertible bond value into a discounted bond component and an option component. Under…

Fixed incomeOptionsDerivatives pricingVolatility
BigQuant

This account describes applying the Campisi model to attribute pure bond fund returns using portfolio holdings and a benchmark. It separates total and excess returns into four effects: coupon income, government-bond yield changes, credit-spread changes, and…

Fixed incomePortfolio constructionRisk managementStatistics
BigQuant

The document introduces over-the-counter options as privately negotiated, nonstandard contracts and focuses on binary, or digital, options. Unlike ordinary options with payoffs that vary continuously with the underlying price, a binary option pays a fixed…

OptionsDerivatives pricingFixed income
BigQuant

This research note presents a framework for explaining bond fund returns and identifying portfolio style. It decomposes returns into income, government yield-curve movements, credit spread effects, convexity, and bond roll-down. Income is further divided…

Fixed incomeStatisticsFactor investingPortfolio construction
BigQuant

This weekly report reviews Chinese market conditions and fund activity, with particular attention to plans to include exchange-traded funds in the Stock Connect program and the approaching release of restrictions on shares in the first public REITs. It also…

China marketsEquitiesFixed incomeStatistics
BigQuant

This report outlines a method for analyzing open-ended bond fund returns and deriving a residual alpha measure for fund screening. It groups risk exposures into eight factors spanning interest-rate curve movements, credit risk, equity markets, and money…

Fixed incomeFactor investingStatisticsBacktesting
BigQuant

This market outlook examines whether a narrowing or inverted spread between long and short US Treasury yields reliably signals an approaching recession. It argues that historical examples of a true ten-year versus one-year inversion are limited, and that…

Fixed incomeEquitiesCommoditiesUS markets
Hyperliquid docs

The document explains two Hyperliquid aligned quote asset specifications. AQAv1 links a stablecoin’s onchain supply to protocol revenue sharing and offers trading incentives when the asset is used for eligible spot pairs or HIP-3 perpetual markets. Its…

CryptoOn-chain dataSpot marketsPerpetual futures
BigQuant

This research summary outlines a strategic allocation model that maps Chinese equities and bonds 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
vn.py community

The article adapts an efficiency ratio to a trend strategy for Chinese government bond futures. The ratio compares the absolute net price change over a lookback window with the sum of absolute price changes in that window. Values nearer one indicate a more…

FuturesFixed incomeTrend followingTechnical indicators
BigQuant

This research applies macroeconomic momentum signals to active bond trading, aiming to forecast government bond yield direction as well as changes in term and credit spreads. It contrasts active strategies focused on capital gains with passive approaches…

Fixed incomeMomentumStatisticsBacktesting
BigQuant

This research summary argues that bond fund rankings based on a single historical performance measure can be distorted by differences in market style, objectives, holdings, manager skill, fund size, and risk controls. Its proposed approach narrows the…

Fixed incomeStatisticsFactor investingPortfolio construction
Amberdata research

The article links Japan’s bear-steepening yield curve and weakening yen to a possible reduction in global credit supply. It argues that Japan’s debt burden may constrain short-term rate increases, while Japanese holdings of foreign debt make the country an…

CryptoFixed incomeOptionsVolatility
SuperMind

The document explains the traditional 60/40 allocation: 60% in equities and 40% in bonds, periodically rebalanced to restore those weights. It presents the portfolio as a simple, low-cost benchmark that can use domestic or global assets. Its rationale is…

Multi-assetPortfolio constructionRisk managementBacktesting
vn.py community

This forum exchange concerns tick-level backtesting of a spread between a cash bond instrument and a futures contract. The questioner has externally downloaded tick data in CSV form because the data source lacks cash-bond ticks, and asks how to import and…

Fixed incomeFuturesPairs tradingBacktesting
BigQuant

This report develops indicators from the gap between actual Chinese economic releases and market forecasts. It groups indicators into growth, liquidity, and inflation categories, assigns expected effects on domestic equities, bonds, and commodities, and…

Multi-assetEquitiesFixed incomeCommodities