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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
WonderTrader
14 documents
Alphalens
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

8,116 documents

Lumibot

This example strategy buys a call option on SPY during its first trading iteration and then makes no further purchases. It reads the latest daily close of the underlying, rounds that price to the nearest whole number to set the strike, and submits an order…

OptionsEquitiesBacktestingExecution
Amberdata research

This newsletter links crypto market expectations to macroeconomic developments, including an inflation surprise, the upcoming FOMC decision, tariff uncertainty, and movements in equities and volatility measures. It describes Bitcoin as closely tied to…

CryptoOptionsVolatilitySentiment
Amberdata research

This article explains how to compare Bitcoin and Ether options volatility surfaces across strikes and expirations to identify relative-value trades. Traders can examine differences in implied-volatility level, skew, and term structure, then investigate…

CryptoOptionsVolatilityPairs trading
Amberdata research

This weekly market recap discusses Bitcoin and Ether options through realized and implied volatility, term structure, call skew, relative value, trading flows, and dealer gamma. It reports elevated realized volatility in both assets, firmer implied…

CryptoOptionsVolatilityDerivatives pricing
Amberdata research

This newsletter links macroeconomic developments to crypto and options-market positioning. It discusses how stronger employment data and rising Treasury yields changed market-implied expectations for the next Federal Reserve decision, and frames inflation…

CryptoOptionsVolatilitySentiment
Amberdata research

The interview describes Itos Finance’s plans for on-chain structured products, drawing on co-founder Terence An’s experience in high-frequency trading and market infrastructure. Its central risk-management idea is to offer options that can hedge liquidity…

DeFiOptionsVolatilityRisk management
Amberdata research

The episode discusses crypto derivatives conditions in September 2023, focusing on changes in options skew, Ethereum and Bitcoin relative pricing, dealer gamma, and concern about planned FTX asset sales. The speakers describe a shift toward put demand after…

CryptoOptionsVolatilityDerivatives pricing
Amberdata research

This brief market recap highlights four observations about Bitcoin and Ether derivatives. Realized volatility remained near recent lows, term structures became flatter after a period of steep contango, and skew flattened. The recap also notes substantial…

CryptoOptionsVolatilityDerivatives pricing
Amberdata research

The document describes a proposed method for estimating altcoin volatility surfaces. It contrasts the approach with methods that adjust Bitcoin or Ethereum volatility using realized moments such as skew, kurtosis, and volatility of volatility. It argues that…

CryptoVolatilityOptionsDerivatives pricing
Amberdata research

This podcast recap discusses institutional access to crypto derivatives through an over-the-counter dealer. The guest describes a trading workflow that first seeks a counterparty for a client trade and hedges the exposure if a match is unavailable. The…

CryptoOptionsDerivatives pricingExecution
Amberdata research

This episode summary connects crypto markets with macro liquidity, monetary policy, and options risk management. It discusses the shift from rate hikes toward anticipated cuts, liquidity conditions in China and the United States, and how those forces may…

CryptoOptionsVolatility
MQL5 code base

This indicator calculates and displays option-derived levels on a trading chart from manually supplied strike prices and premiums. Its stated formulas add a scaled premium to the call strike and subtract a scaled premium from the put strike. Inputs also…

OptionsTechnical indicatorsDerivatives pricing
Amberdata research

This weekly market review interprets a crypto rally through options data and related market conditions. It discusses positive spot and volatility correlation, term structure moving into backwardation during sharp advances, and differences between short dated…

CryptoOptionsVolatilityDerivatives pricing
Amberdata research

This article outlines three considerations for institutions entering crypto options markets: jurisdiction-specific regulatory compliance, trading infrastructure, and risk management. It recommends evaluating platform liquidity, order types, security…

CryptoOptionsRisk managementExecution
Amberdata research

This weekly market recap surveys Bitcoin and Ether options through realized and implied volatility, term structure, skew, reported option flows, and dealer gamma positioning. It describes front-end skew shifting toward puts in both assets after upside moves…

CryptoOptionsVolatilityMarket microstructure
Lumibot

SMART_LIMIT is a limit order approach that starts near the bid-ask midpoint and moves its price toward the relevant side of the spread on a timed schedule. Three presets vary the number of price levels and the time spent at each step. If the order remains…

ExecutionBacktestingOptionsMarket microstructure
BigQuant

This report summary introduces over-the-counter options as customized, non-standardized contracts negotiated between counterparties or arranged through an intermediary. It focuses on binary, or digital, options, whose payoff is discontinuous: at expiry the…

OptionsDerivatives pricingFixed incomeStatistics
NautilusTrader

This integration guide explains how a trading system connects to Deribit for market data and order execution. It outlines the division between WebSocket use for streaming and trading operations and HTTP use for instrument loading, historical requests, and…

CryptoFuturesOptionsExecution
Amberdata research

This market commentary connects macro events and crypto derivatives positioning with a bullish view on Bitcoin and possible catalysts for Ether. It discusses implied and realized volatility, options open interest and skew, futures basis, and perpetual…

CryptoOptionsFuturesPerpetual futures
SuperMind

This market recap reviews Bitcoin and Ether options through realized and implied volatility, term structure, skew, option flows, and dealer gamma. It reports that short-dated implied volatility fell, while term structures moved back toward contango. Bitcoin…

CryptoOptionsVolatilityDerivatives pricing
Amberdata research

This August 2023 overview surveys institutional activity in digital assets, including proposed U.S. regulatory frameworks, PayPal’s launch of a dollar-backed stablecoin, and pending spot Bitcoin ETF applications. It explains that institutions’ growing…

CryptoOn-chain dataMarket microstructureExecution
Amberdata research

This feature note describes box plots for at-the-money implied volatility across constant-maturity points on an options term structure. It identifies the 25th, 50th, and 75th percentiles, along with lower and upper fences calculated as the first quartile…

OptionsVolatilityDerivatives pricingStatistics
Amberdata research

This midweek market recap reviews BTC and ETH options through realized volatility, implied volatility carry, term structure, skew, option flows, and dealer gamma positioning. It reports BTC realized volatility in the mid to high 40s and ETH in the low 50s,…

CryptoOptionsVolatilityDerivatives pricing
Amberdata research

This dated market recap summarizes observations about Bitcoin and Ether options markets for the week of November 30, 2022. It reports that realized volatility continued to decline, the term structure was moving back toward contango, and short-dated skew fell…

CryptoOptionsVolatilitySentiment