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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

99 documents

Paradigm research

This account explains how publicly visible pending transactions can expose profitable opportunities to generalized frontrunning bots. The example is a recovery attempt for liquidity tokens accidentally sent to a Uniswap pool. Because anyone could call the…

CryptoDeFiOn-chain dataExecution
Paradigm research

The document frames financial technology as a force that changes market structure over time. It traces earlier electronification through episodes such as the 1960s securities paperwork crisis, which helped spur electronic trading and centralized securities…

Market microstructureExecutionCryptoDeFi
Paradigm research

This document examines whether decentralized auctions can remain competitive when one bidder can submit later and act on fresher market information. It models an order-filling auction with two bidders: an early bidder whose offer is hidden, and a later…

CryptoOn-chain dataDeFiOptions
Paradigm research

The research compares Uniswap v3 market depth with that of major centralized exchanges for ETH pairs and selected stablecoin pairs. It reports that Uniswap v3 had greater reported liquidity for ETH/USD, ETH/BTC, and ETH/mid-cap pairs, as well as for…

CryptoDeFiSpot marketsMarket microstructure
Paradigm research

Paradigm’s amicus brief challenges the CFTC’s case against Ooki DAO and its theory that DAO members may be liable for the protocol’s conduct. The brief argues that the action raises due-process concerns because, in its view, the case lacked fair notice and…

CryptoDeFiUS markets
Paradigm research

Paradigm’s response to a CFTC request for comment prioritizes three crypto policy issues. It urges the Commission to create tailored relief for trading perpetual contracts through decentralized protocols, arguing that limiting them to centralized venues…

CryptoPerpetual futuresDeFi
Paradigm research

The document argues that financial ethics rules can prevent public officials and agency staff from using crypto products, making it harder for them to understand the technology they regulate. It describes restrictions or disclosure obligations affecting…

CryptoUS marketsDeFi
Paradigm research

Paradigm’s comment on a CFTC rulemaking supports flexible, principles-based regulation of prediction markets. It opposes reviving an economic-purpose test developed for traditional agricultural futures, arguing that applying it to modern event contracts…

Event-drivenFuturesExecutionMarket microstructure
Paradigm research

Paradigm argues that CFTC rules for listing spot crypto assets on designated contract markets should also protect access to decentralized finance protocols. It describes DeFi trading as peer-to-peer activity in which users retain custody and interact with…

CryptoSpot marketsDeFiMarket microstructure
Paradigm research

The document assesses ways to provide randomness for Ethereum applications such as lotteries and games. It defines desirable properties as unpredictability, resistance to bias, verifiability, and liveness, with low cost as an additional practical goal. It…

CryptoDeFiStatisticsRisk management
Paradigm research

The document describes a researcher’s work on applying quantitative finance and mechanism design to crypto markets. It introduces loss-versus-rebalancing (LVR), a measure of the adverse selection experienced by automated market maker liquidity providers when…

CryptoDeFiArbitrageMarket microstructure
Paradigm research

This account follows an investigation that began with an Ethereum node reporting a block execution mismatch. Comparing the transaction-level gas usage and inspecting contract state revealed that a restored node database was missing storage, explaining the…

CryptoDeFiRisk management
Paradigm research

The document explains how decentralized finance protocols obtain prices and why oracle design can create exploitable gaps. Off-chain feeds may depend on privileged reporters or delayed updates; on-chain exchange prices are current but can be shifted by…

CryptoDeFiRisk managementOn-chain data
Paradigm research

The document explains how mistX submits decentralized exchange trades through Flashbots bundles instead of Ethereum’s public mempool. Because a bundle is executed atomically and placed at the start of a block, the approach can shield a trade from public…

CryptoDeFiExecutionMarket microstructure
Paradigm research

This analysis measures Ethereum’s history growth, meaning the accumulated blocks and transactions needed to replay the chain, and compares it with state growth. Using high-resolution data categorized by contract activity, it describes shifts from early…

CryptoDeFiStatistics
Paradigm research

This incident report explains how a batch-call library combined with an auction contract created a payment vulnerability. Delegatecall preserved the caller and the original payment value across batched calls, so a user could invoke the ETH commitment…

CryptoDeFi
Paradigm research

The analysis estimates how EIP-1559 could change miner revenue by separating block subsidies, transaction inclusion fees, and miner-extractable value (MEV). Under the proposal described, subsidies and MEV remain with miners, while base fees are burned; fees…

CryptoDeFiMarket microstructureRisk management
Paradigm research

The article explains how fork-choice rules select a canonical blockchain when competing blocks exist, and how reorganizations can reverse recent blocks. Under proof of work, the chain with the greatest cumulative difficulty wins, so short reorganizations can…

CryptoDeFiMarket microstructureRisk management
Paradigm research

The article explains why generating zero-knowledge proofs can be computationally expensive and identifies multi-scalar multiplications and fast Fourier transforms as common bottlenecks. It describes their different hardware demands: multiplications can be…

CryptoDeFiExecutionMarket microstructure
Paradigm research

This article summarizes Paradigm’s response to an ESMA consultation on deciding when crypto assets qualify as financial instruments. That classification affects whether an asset is treated under the EU’s crypto-specific MiCA framework or the broader…

CryptoDeFi
Paradigm research

The article reviews a White House working group report proposing policy changes for US digital assets. It covers distinctions between decentralized and centralized finance, updates to Bank Secrecy Act treatment, a digital asset taxonomy, division of SEC and…

CryptoDeFiUS markets
Paradigm research

The document explains intents as signed, declarative constraints that state a desired outcome while allowing a third party to choose how to execute it. This can simplify blockchain interactions, support batching and order matching, and enable flexible gas…

CryptoDeFiExecutionMarket microstructure
Paradigm research

The document explains how staking pools can reduce barriers to Ethereum proof-of-stake participation. Pooling allows users to stake less than the solo-staking minimum and delegate validator operations. A pool may also hold liquid ETH reserves to meet…

CryptoDeFiOn-chain dataRisk management