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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

8,116 documents

Amberdata research

This market outlook links a possible year-end crypto rally to expectations of a Federal Reserve rate cut and other supportive headlines. It reports a sharp change in the cited December rate-cut probability, describes thin holiday trading as a setting where…

CryptoOptionsVolatilityDerivatives pricing
Amberdata research

This brief market recap summarizes observations about Bitcoin and Ether derivatives for the week around March 1, 2023. It reports that implied volatility near Bitcoin’s $25,000 resistance level fell, the Bitcoin term structure returned to contango, and skew…

CryptoOptionsVolatilityDerivatives pricing
Amberdata research

This derivatives newsletter reviews Bitcoin and Ether market conditions, options positioning, and volatility in June 2024. For Ether, it describes dealers returning to neutral gamma after earlier volatility buying, with dealers holding at-the-money and…

CryptoOptionsVolatilityDerivatives pricing
Amberdata research

This market snapshot reviews Bitcoin’s response to the Federal Reserve’s rate cut and SEC approval of options on a Bitcoin exchange-traded fund. It also discusses mixed political comments on crypto and compares reported fund flows for Bitcoin and Ethereum.…

CryptoOptionsOn-chain dataSentiment
Amberdata research

This weekly market commentary links a softer U.S. inflation reading and weak retail sales to improved expectations for a soft landing and a rally in precious metals. It argues that gold and silver strength could support crypto, while a possible U.S. crypto…

CryptoOptionsVolatilityMomentum
Amberdata research

The document describes a method for estimating dealer gamma profiles in Deribit options. It uses the inferred initiator direction of individual trades, determined from heuristics that compare each trade with order book snapshots around its execution, to…

OptionsDerivatives pricingMarket microstructureVolatility
Lumibot

This document describes an options workflow that separates candidate research from trading and risk decisions. A research agent identifies and documents a specific four-contract iron condor. A second agent independently checks the option chain, contract…

OptionsVolatilityRisk managementExecution
Amberdata research

This market commentary examines Bitcoin and Ethereum options after the ETF approval period, focusing on term structure, skew, and flow. The author questions why April expiries price a volatility kink around the anticipated Bitcoin halving, arguing that a…

CryptoOptionsVolatilityDerivatives pricing
BigQuant

This literature summary covers two separate topics. The first describes a framework for studying how mutual fund managers’ personal characteristics relate to performance, decomposing outcomes into overall results, return and risk, and timing and security…

Multi-assetOptionsPortfolio constructionVolatility
Amberdata research

The podcast recap covers retail options activity, investor overlap with crypto, and possible uses of options on spot crypto exchange-traded funds. It reports survey findings that options activity increased for many respondents after the COVID-19 pandemic,…

OptionsCryptoVolatilitySentiment
Amberdata research

The newsletter reviews a turbulent week in crypto options alongside inflation data, proposed tariffs, and expectations for US employment and Federal Reserve updates. It reports weekly price changes for Bitcoin, Ether, and Solana, then contrasts Solana’s…

CryptoOptionsVolatilityDerivatives pricing
Amberdata research

This weekly market note connects US macro conditions with crypto and options positioning. It discusses stronger revised GDP, steady core inflation, and upcoming employment and government shutdown risks, then describes Bitcoin underperforming gold as crypto…

CryptoOptionsVolatilityRisk management
Amberdata research

This April 2024 options-market commentary reviews macroeconomic events and crypto positioning ahead of Bitcoin’s halving. Its central view is that spot Bitcoin may drift higher while options imply more volatility than the author expects to be realized. It…

CryptoOptionsVolatilityDerivatives pricing
BigQuant

This discussion examines how growth in assets can affect a quantitative strategy’s returns and stability. It describes a trade-off: as a strategy takes more capital, returns may decline and volatility may rise. It distinguishes broad-capacity equity…

Risk managementPortfolio constructionEquitiesFutures
Lumibot

This strategy sells one SPY put credit spread at a time, using an agent to select contracts from the option chain and a separate agent to manage trades. The research agent looks for a spread 30 to 45 days to expiration, sells a put near 0.16 delta, and buys…

OptionsEquitiesRisk managementPosition sizing
Amberdata research

This market recap examines BTC and ETH options as realized volatility eased during a rebound. It describes falling front-end implied volatility, term structures returning to contango, changes in skew, and relative value between ETH and BTC. The author…

CryptoOptionsVolatilityDerivatives pricing
Amberdata research

The newsletter argues that further steepening in US and other sovereign yield curves could signal fiscal strain, currency debasement, and shifting central bank policy. It outlines a possible sequence: central banks lower short-term rates, governments rely…

CryptoFixed incomeOptionsVolatility
Amberdata research

This market recap interprets changes in Bitcoin and Ether options volatility, term structure, skew, trading flows, and dealer gamma. It links falling implied volatility—especially in Ether—to call overwriting in March and April expiries, while describing…

CryptoOptionsVolatilityDerivatives pricing
Amberdata research

This December 2024 derivatives newsletter reviews Bitcoin’s move above $100,000, subsequent liquidations and price retreat, and volatility in Bitcoin and Ethereum options. It relates the market moves to macroeconomic releases and regulatory news, then…

CryptoOptionsVolatilityDerivatives pricing
Amberdata research

This market commentary reviews Bitcoin and Ethereum options conditions around late July 2023. It relates expected volatility to upcoming US economic releases, spot-market ranges, implied and realized volatility, and the shape of the term structure. The…

CryptoOptionsVolatilityDerivatives pricing
NautilusTrader

The document explains two ways to obtain option sensitivities in a trading system: consume venue-reported Greeks, or calculate Black-Scholes values from cached market data. Venue values can be subscribed to, stored, and replayed as market data. The local…

OptionsDerivatives pricingRisk managementBacktesting
Amberdata research

This podcast introduction profiles a crypto fund manager whose trading developed from early Bitcoin spot trading to technical analysis and then options. After working at a small fund, he launched a boutique operation focused mainly on selling options, using…

CryptoOptionsFuturesVolatility
Amberdata research

This market commentary examines Bitcoin and Ether options during a sharp crypto rally in February 2023. It discusses backwardation in Bitcoin’s term structure, short-dated risk-reversal skew, implied versus realized volatility, option volumes, and dealer…

CryptoOptionsVolatilityMarket microstructure
Amberdata research

The document introduces a chart that plots spot price against implied volatility (DVol) for Deribit options. Its purpose is to help traders inspect the relationship between the two variables and see how implied volatility corresponds to different spot levels…

OptionsVolatilityCrypto