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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 reading list summarizes three studies on portfolio construction. One develops a finite-horizon allocation framework using nominal assets, with closed-form optimal strategies and utility. It describes how hedging demand depends on the investor’s horizon,…

Multi-assetPortfolio constructionRisk managementFixed income
BigQuant

This Chinese-language research digest summarizes two separate topics. The first reviews the United States target-date fund market, covering market share and flows, relative performance among fund series, and glide paths. It discusses glide-path averages and…

EquitiesFixed incomePortfolio constructionStatistics
BigQuant

This research describes a bond-fund selection method built around return attribution. It expands the Campisi framework—which separates income, government-rate, credit-spread, and security-selection effects—with convertible-bond and monetary-policy effects.…

Fixed incomeFactor investingPortfolio constructionBacktesting
BigQuant

This article explains risk parity as an allocation approach that assigns comparable risk contributions across assets or risk factors, unlike capital-weighted mixes such as a conventional stock and bond portfolio. It lays out assumptions behind the method,…

Multi-assetPortfolio constructionRisk managementVolatility
SuperMind

This historical account explains how Bridgewater developed the All Weather approach from a broader effort to understand recurring economic relationships. Its core framework separates returns into cash, market beta, and manager alpha, then considers how…

Multi-assetPortfolio constructionRisk managementFixed income
BigQuant

This study asks whether corporate bonds become more vulnerable to price swings when held mainly by open-end funds with illiquid portfolios. It builds a bond-level fragility measure in two stages: first estimating each fund’s portfolio illiquidity from its…

Fixed incomeVolatilityStatisticsMarket microstructure
BigQuant

The document presents a way to estimate how often a one-minute Chinese convertible-bond bar closes above its open after three consecutive up bars. It converts each bar’s return into a binary up-or-not indicator, scans the series for three up bars, and counts…

StatisticsBacktestingTechnical indicatorsFixed income
BigQuant

This study builds a convertible-bond strategy that separates bonds into equity-like, balanced, and bond-like groups using parity premium relative to bond value. It models each bond as a floor component plus option time value, then examines where factor…

Fixed incomeOptionsFactor investingPortfolio construction
SuperMind

This research proposes treating convertible bonds differently according to whether they are bond-like, balanced, or equity-like, classified by the premium of parity value over bond value. It explains a valuation decomposition in which a bond floor or…

Fixed incomeOptionsFactor investingPortfolio construction
SuperMind

This excerpt argues that investors should study the long-term history of securities rather than overreact to short-term price or earnings changes. It notes that buying and holding diversified equities can deliver market-level results, while beating the…

Risk managementPortfolio constructionEquitiesFixed income
BigQuant

This troubleshooting note addresses errors that arise after adding a rolling-training module to an AI strategy for convertible bonds. It points to a revised notebook and identifies two implementation changes associated with the fix. First, the rolling…

Machine learningBacktestingFixed incomeChina markets
Awesome Systematic Trading

The document describes a monthly allocation rule based on a yield gap: the difference between an earnings yield measure for the S&P 500 and the yield on a ten-year Treasury bond. It fits a linear regression using historical yield gaps and stock market…

EquitiesFixed incomeFactor investingBacktesting
BigQuant

The document summarizes a study of deep value episodes, defined as periods when the valuation gap between cheap and expensive securities is unusually wide relative to its history. The study examines individual stocks across global markets, equity index…

Multi-assetFactor investingEquitiesFutures
FMZ forum

This glossary introduces twelve finance concepts spanning central-bank policy, corporate transactions, securities, valuation, and financial risk. It explains rediscounting and open-market operations as channels through which central banks influence liquidity…

Fixed incomeEquitiesOptionsRisk management
Amberdata research

This podcast recap explains how real-world assets can be represented on blockchains, with examples including real estate, commodities, stablecoins, and Treasury-backed products. It presents tokenization as a way to broaden access, improve transferability,…

CryptoDeFiOn-chain dataFixed income
SuperMind

This beginner guide explains convertible bonds as debt with interest and a right to convert into shares at a specified conversion price. It distinguishes the bond’s market price, the underlying share price, and the conversion price, then illustrates how…

Fixed incomeEquitiesDerivatives pricingRisk management
FMZ forum

Fundamental analysis estimates a security’s intrinsic value by examining economic conditions, industry trends, company finances, and qualitative factors such as management. Analysts use public information to form a value estimate and compare it with the…

EquitiesFixed incomeStatistics
BigQuant

This convertible-bond research note describes a relative-value approach based on the embedded option. It first compares implied volatility with the underlying stock’s historical volatility: relatively low implied volatility is treated as evidence that the…

VolatilityDerivatives pricingBacktestingFixed income
FMZ forum

This article recounts ten episodes it labels currency wars, moving from early paper money and metallic standards through sterling and dollar dominance, the breakdown of Bretton Woods, Latin American debt, Japan's Plaza Accord, European exchange-rate turmoil,…

ForexFixed incomeMulti-assetChina markets
BigQuant

This overview surveys models used to relate asset values or expected returns to risk and other inputs. It describes CAPM as linking expected return to the risk-free rate and market exposure, then introduces multifactor models such as Fama–French, which add…

Multi-assetFactor investingDerivatives pricingFixed income
BigQuant

The report outlines portfolio attribution methods for stocks and bonds, using both holdings and return series. For equity holdings, it applies a multifactor framework to separate common-factor returns from idiosyncratic returns, then estimates portfolio…

EquitiesFixed incomeFactor investingPortfolio construction
BigQuant

This 2018 research summary introduces China’s two-year government bond futures contract, covering its notional size, eligible delivery bonds, price limits, and minimum margin. It explains that the delivery basket’s remaining-maturity range is narrow, helping…

Fixed incomeFuturesCarryArbitrage
Amberdata research

This webinar overview summarizes a macro discussion about high debt-to-GDP levels, central-bank balance-sheet expansion, and geopolitical risk as forces that may weaken confidence in fiat currencies and encourage interest in Bitcoin. The speakers compare the…

CryptoFixed incomeForex
BigQuant

The report reviews how to assess pure bond funds using disclosed portfolio data, covering asset allocation and leverage, bond-type exposure, concentration, duration, and turnover. It then explains bond performance attribution, contrasting Campisi with…

Fixed incomeStatisticsRisk managementPortfolio construction