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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
Lumibot strategies
7 documents
QuantRocket
7 documents
Awesome Quant
1 documents

Search the library

766 documents

Amberdata research

This market snapshot discusses how Federal Reserve expectations, inflation, trade tensions, retail spending, and recession concerns coincided with changing cryptocurrency prices and positioning. It describes Bitcoin’s brief rally after the Fed held rates…

CryptoSentimentPerpetual futures
Amberdata research

The document explains the GENIUS Act as a U.S. framework for payment stablecoin issuers. It describes licensing, reserve backing with eligible liquid assets, reserve disclosures, custody safeguards, audits, and anti-money-laundering and sanctions…

CryptoDeFiUS markets
Amberdata research

This market snapshot reviews crypto developments and recent indicators across centralized spot exchanges, decentralized exchanges, lending protocols, and blockchain networks. It notes reports that FTX creditors may be repaid in full after asset values…

CryptoSpot marketsDeFiOn-chain data
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

The article introduces crypto market microstructure analysis through granular data such as order books, liquidity, and order flow, then surveys machine-learning approaches that may help process large datasets. It describes recurrent neural networks such as…

CryptoMachine learningMarket microstructureHigh-frequency trading
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
Amberdata research

The article explains Bitcoin’s November 2025 decline as a convergence of risk-off pressures: weakness in technology shares, concern about AI valuations, hawkish Federal Reserve signals, ETF withdrawals, and liquidations of leveraged positions. It examines…

CryptoPerpetual futuresMarket microstructure
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
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
Amberdata research

The document explains Ethereum gas as a measure of the computation required to process a transaction, with fees paid in ETH and gas prices commonly quoted in Gwei. It describes the basic fee estimate as gas consumed multiplied by the price per unit, and…

CryptoDeFiExecutionMarket microstructure
Amberdata research

This product update explains how USD- and EUR-denominated stablecoin data can support adoption analysis, risk monitoring, and arbitrage research. It highlights price series in both USD and EUR for euro stablecoins, which can help analysts examine deviations…

CryptoOn-chain dataArbitrageDeFi
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 tutorial outlines a way to watch pending Litecoin transactions by combining a node RPC request with websocket events. It first connects a client to a websocket service, requests the current mempool transaction hashes, and then subscribes to a…

CryptoOn-chain dataMarket microstructure
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
Amberdata research

The article describes how to interpret crypto derivatives volume and open interest across exchanges, currencies, instruments, and contract expirations. Exchange volume can help compare recent trading activity and liquidity, while open interest shows the…

CryptoFuturesPerpetual futuresExecution
Amberdata research

The article explains how blockchain tokens can represent claims on assets such as property, art, intellectual property, commodities, securities, and infrastructure. Fractional ownership and secondary trading may broaden investor access and improve liquidity,…

CryptoDeFiCommoditiesFixed income