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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
Quantpedia
86 documents
TqSdk
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
Quantopian lectures
45 documents
Binance API docs
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

5,922 documents

OKX Learn

The article reviews crypto venture investment in 2025, describing lower overall activity than during the 2021–2022 boom and a tilt toward later-stage companies with operating histories. It reports Q1 investment totals and notes that a single large…

CryptoDeFiUS marketsPortfolio construction
OKX Learn

The guide explains Ethereum proof-of-stake and compares solo validation, pooled staking, exchange staking, and liquid staking. It describes how validators propose or attest to blocks, earn rewards for participation, and can face penalties for misconduct or…

CryptoDeFiRisk managementPortfolio construction
OKX Learn

The document discusses institutional demand for Bitcoin through exchange-traded funds, relating reported fund flows to Bitcoin’s price, sentiment indicators, and macroeconomic conditions. It gives examples of recent inflows and company holdings, and…

CryptoSentimentOn-chain dataPortfolio construction
OKX Learn

The document explains Zcash’s shielded transactions and zk-SNARK cryptography, framing the asset as a privacy-oriented complement to Bitcoin. It uses Cypherpunk Technologies’ strategic shift toward holding ZEC as a corporate treasury example, and describes…

CryptoOn-chain dataRisk managementPortfolio construction
OKX Learn

The document explains Ethereum’s transition from proof of work to proof of stake in 2022. Validators stake ETH, propose blocks, and attest to blocks proposed by others; agreement among validators supports finality. A solo validator requires 32 ETH and must…

CryptoDeFiRisk managementPortfolio construction
OKX Learn

The document explains Ethereum’s transition from proof of work to proof of stake in 2022. Validators stake ETH, propose blocks, and attest to blocks proposed by others; agreement among validators supports finality. A solo validator requires 32 ETH and must…

CryptoDeFiRisk managementPortfolio construction
OKX Learn

A crypto winter is described as an extended bearish phase marked by falling prices, lower trading activity, and negative sentiment. The article sketches three historical episodes: the aftermath of the Mt. Gox hack in 2014, the unwinding of the ICO boom in…

CryptoRisk managementPosition sizingPortfolio construction
OKX Learn

The document explains how Ethereum ETFs provide exchange-traded exposure without requiring investors to manage wallets or private keys. It attributes institutional interest to Ethereum’s smart contract applications and potential yield features, and argues…

CryptoSpot marketsDeFiSentiment
OKX Learn

The document explains Ethereum’s transition from Proof of Work to Proof of Stake through the Merge, when the Mainnet joined the Beacon Chain. It outlines the change from miners competing with computing power to validators proposing and confirming blocks…

CryptoDeFiRisk managementPortfolio construction
OKX Learn

The document describes Maple Finance’s lending and asset-management products, emphasizing the use of EtherFi’s restaked ether token, weETH, as collateral for institutional USDC borrowing. This structure is presented as allowing borrowers to access liquidity…

CryptoDeFiRisk managementDerivatives pricing
OKX Learn

The document distinguishes Tim Cook’s personal cryptocurrency investment from Apple’s corporate policy. It says Cook has described crypto as a possible part of a diversified personal portfolio, while Apple has no stated near-term plan to hold digital assets…

CryptoEquitiesRisk managementPortfolio construction
OKX Learn

The article reviews Bakkt’s plan to make Bitcoin a central part of its corporate treasury and frames it as a strategic shift toward crypto infrastructure. It describes three stated priorities: holding core digital assets, optimizing the capital structure,…

CryptoRisk managementPortfolio constructionFixed income
OKX Learn

The document describes digital asset treasuries as vehicles combining staking rewards with active capital management, often using decentralized finance protocols. It attributes their growth partly to the post-Shanghai availability of unstaked ether and…

CryptoDeFiRisk managementPortfolio construction
OKX Learn

The article connects institutional demand for Ethereum with corporate treasury purchases, exchange-traded fund flows, and Ethereum’s role in decentralized finance and stablecoin activity. It highlights BitMine’s reported ETH holdings and ambition to acquire…

CryptoSpot marketsDeFiPortfolio construction
OKX Learn

The document introduces crypto exchange-traded funds as a way to gain exposure to digital assets without directly holding them. It focuses on institutional interest in Polkadot and Sui, describing a smart contract fund that holds several blockchain assets,…

CryptoPortfolio constructionRisk managementDeFi
OKX Learn

The document surveys seven possible uses of ChatGPT in crypto: trading education, market analysis, strategy drafting, price forecasting, risk guidance, portfolio monitoring, and news review. It also gives a high-level explanation of how a language model…

CryptoMachine learningRisk managementPortfolio construction
OKX Learn

The document surveys developments it associates with blockchain’s influence on financial markets: corporate Bitcoin treasury strategies, institutional access through regulated investment vehicles, regional growth in Southeast Asia, integration by South…

CryptoEquitiesPortfolio constructionRisk management
OKX Learn

The document reviews Arthur Hayes’ reported sales of ETH and several altcoins in November 2025, alongside his remaining ETH-related assets and USDC. It places the transactions in a market downturn and points to on-chain activity, including an ETH deposit to…

CryptoOn-chain dataSentimentPortfolio construction
OKX Learn

The document explains how stablecoins and Ethereum-based services may fit into institutional finance, especially treasury operations. It presents stablecoins as tools for liquidity, cross-border transfers, and settlement, and describes token burning as a way…

CryptoDeFiFixed incomeRisk management
OKX Learn

The document explains restaking as a way to reuse staked Ethereum to secure additional decentralized applications, potentially earning more yield while extending the asset’s security role. It describes liquid restaking tokens as instruments that combine…

CryptoDeFiRisk managementPortfolio construction
OKX Learn

The document presents PixelFox’s SEK 125,000 investment in ETH and BNB as a corporate diversification decision. It explains the selection through Ethereum’s role in smart contracts, decentralized applications, and stablecoin activity, alongside BNB Chain’s…

CryptoPortfolio constructionRisk management
OKX Learn

The document describes PixelFox’s investment of SEK 125,000 in ETH and BNB, funded from company resources, as an example of corporate digital asset exposure. It presents Ethereum’s smart contract ecosystem and activity in decentralized applications as one…

CryptoPortfolio constructionRisk management
OKX Learn

The article presents Bitcoin ETF inflows and outflows as a way to observe institutional interest and broader market sentiment. It explains that ETFs provide exchange-traded exposure to Bitcoin without requiring investors to hold the asset directly. Flow…

CryptoSentimentPortfolio constructionOn-chain data
OKX Learn

The article compares Bitcoin and Ethereum with several newer tokens, including Solaxy, Snorter Token, Toncoin, and Arbitrum. It describes Bitcoin’s institutional adoption and Ethereum’s Layer 2 ecosystem, then outlines claimed use cases for newer projects…

CryptoRisk managementPortfolio constructionDeFi