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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

29,558 documents

MQL5 code base

This MetaTrader 5 tutorial explains how to instrument an Expert Advisor so an optimization workflow can save balance and equity data and attach custom criteria to each test pass. It describes adding calls in tick and tester lifecycle functions, recording…

BacktestingStatisticsRisk management
BigQuant

This research report explains how equity risk factors and factor models can help identify portfolio risks, estimate return covariances, and analyze portfolio performance. It distinguishes risk factors from alpha factors and discusses factor returns,…

China marketsEquitiesRisk managementPortfolio construction
Kraken Learn

This overview describes cloud mining as a way to participate in proof-of-work mining by renting a share of a provider’s hashpower or leasing equipment housed in a mining operation. Customers pay for access and may receive a proportional share of rewards. The…

CryptoRisk managementMarket microstructure
SuperMind

The article explains cloud mining as renting hashpower or leasing mining equipment from a remote operator in return for a share of potential mining proceeds. It contrasts this arrangement with owning and operating hardware, outlining the lower technical and…

CryptoRisk management
SuperMind

This stock-selection post proposes screening for a daily range above a threshold, excluding stocks that closed at the limit the previous day, and requiring several moving averages to align. The accompanying rationale is that larger ranges may offer more…

EquitiesChina marketsTechnical indicatorsMomentum
MQL5 code base

The document describes a simple expert advisor that monitors the combined profit or loss of open trades after it is attached to a chart. It offers two modes: close all trades once profit exceeds a configured fixed amount, or close them once profit exceeds a…

Risk managementExecutionPosition sizing
vn.py community

A trader reports that a CTA strategy can receive a short opening fill and a long opening fill almost simultaneously when placing stop orders on opposite sides of a Bollinger band. The strategy tracks net position, so equal and opposite fills bring that value…

FuturesExecutionRisk management
MQL5 code base

This Expert Advisor strategy uses color changes in XDPOCandle indicator bars to trigger trades. A signal forms at bar close when the indicator changes from orange to light green or in the reverse direction. The document identifies the required compiled…

ForexTechnical indicatorsBacktestingExecution
BigQuant

This summary of a 2018 A-share report reviews quantitative fund products, equity factor styles, and institutional responses to a difficult market structure. It says index-enhanced fund assets rose by 55.31 billion while hedged and actively managed…

EquitiesChina marketsFactor investingMean reversion
SuperMind

This post describes a Chinese equity screen combining three conditions: daily price amplitude above 1, previous-day turnover above 60 million, and a 2019 dividend ratio above 25%. It presents the first condition as a way to find more volatile stocks,…

EquitiesChina marketsVolatilityRisk management
SuperMind

This proposed stock screen combines a measure of current buying activity with recent limit-up occurrences. Its stated conditions are a buying-share measure above five percent and more than two limit-up days within ten days; it also refers to a listing-age…

EquitiesChina marketsMomentumSentiment
SuperMind

This stock-selection screen combines daily price movement and trading activity. It selects shares with an intraday high-to-low range of at least one percent and turnover between two and nine percent, while excluding stocks that closed at the upper price…

EquitiesChina marketsTechnical indicatorsRisk management
FMZ forum

The document explains slippage as the difference between an expected price and the execution price. It emphasizes the interaction between market movement and order transmission delay, arguing that fast price changes and network latency can make short-horizon…

ExecutionMarket microstructureRisk management
BigQuant

The article describes an architecture that combines iTick market feeds, other economic and alternative data, and DeepSeek-R1 to support quantitative research workflows. It proposes attention-based data fusion, automated strategy variant generation,…

Machine learningStatisticsRisk managementMulti-asset
BigQuant

The document summarizes U.S. retirement accounts, especially 401(k) plans and IRAs, as flexible account structures that offer a broad range of investments. It reports that mutual funds represent about half of assets and describes equity funds as the largest…

Multi-assetPortfolio constructionRisk managementUS markets
BigQuant

The document considers whether quantitative trading in China has a durable future as the field becomes more crowded. It argues that more participants using similar strategies can compress the limited excess returns available in an A-share market that is not…

EquitiesChina marketsRisk management
MQL5 code base

This document describes a Forex expert advisor that combines trend-following, breakout, and volatility filters to generate trades. It identifies an ADX threshold as a trigger for allowing trades, and says the system can close positions when opposing signals…

ForexTrend followingBreakoutVolatility
ProRealCode

This document outlines an Expert Advisor that trades from the ColorXMACDCandle indicator, evaluating signals when a bar closes. A configurable trend mode chooses between two approaches: detecting an intersection between the XMACD signal line and histogram…

ForexTechnical indicatorsBacktestingRisk management
SuperMind

This note proposes screening stocks with turnover between 3% and 12%, a K value below 20, and 2021 revenue more than 10% above 2018 revenue. It combines a trading-activity range and a technical threshold with a multi-year revenue comparison, aiming to…

EquitiesChina marketsTechnical indicatorsFactor investing
SuperMind

This note describes a Chinese stock screen combining amplitude greater than one, a prior-day 9:15 matching price at the limit-down level, and trading activity during 2021. The stated rationale is to identify volatile stocks alongside a signal of weak market…

EquitiesChina marketsVolatilitySentiment
Kraken Learn

The document compares security and transparency measures at several centralized crypto exchanges, including cold storage, account authentication, withdrawal controls, audits, proof-of-reserves reporting, insurance arrangements, and regulatory status. It…

CryptoRisk managementMarket microstructureSpot markets
BigQuant

This report introduces intraday high-frequency trading in the Chinese securities market, framing it as an attempt to capture short-lived market inefficiencies caused by investor behavior or delayed reactions to information. It defines the strategies under…

High-frequency tradingMarket microstructureExecutionRisk management
BigQuant

This report studies whether rotating among industry and thematic exchange-traded funds can support an absolute-return portfolio. It selects 14 industries with matching funds from a broader set of Chinese industry groups, then compares a rotation portfolio…

EquitiesChina marketsMomentumPortfolio construction
MQL5 code base

This expert advisor manages trailing stops for all positions on the current trading symbol. Its configurable inputs include an initial stop-loss distance, the profit distance at which trailing begins, the increment used to adjust the stop, and the maximum…

Risk managementExecution