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.
19,452 documents
This tutorial explains how to use Python notebooks for quantitative research, from collecting and saving exchange candlesticks to plotting price and trading-activity measures and testing strategies across symbols. It demonstrates paginated retrieval of…
The article presents a notebook-based workflow for quantitative research: obtain exchange candlestick history through an API, store and inspect it with pandas, plot price and trade-flow measures, and build a Python backtest for multiple spot or perpetual…
The article compares five open-source tools for automating cryptocurrency trading: OctoBot, FreqTrade, Hummingbot, Jesse, and Superalgos. It describes their stated strengths, including strategy options, exchange compatibility, testing support, customization,…
This documentation describes vaults built on HyperEVM using CoreWriter and precompiles. Builders can create and tokenize vaults with customizable accounting, and may follow standards such as ERC-4626. The described design supports onchain read and write…
The guide explains how NautilusTrader connects to Bybit for live market data and order execution across spot, linear and inverse contracts, and options. It describes product-specific symbol suffixes, instrument loading, and the differences among mainnet,…
This documentation explains how Hummingbot Gateway connects to Orca, a Solana-based decentralized exchange. It describes support for legacy automated market maker pools and Whirlpools, which use concentrated liquidity. Users configure a Solana wallet and…
Staggered Orders is a grid-like trading mode intended for sideways markets. A trader sets upper and lower price bounds, along with a spread and increment; the system then calculates the buy and sell orders needed to cover that range and uses available funds.…
This recap of an Amberdata and Blockworks webinar discusses institutional participation in Bitcoin markets, with attention to derivatives, market structure, and the possible effects of a spot exchange-traded fund. It frames Bitcoin's 2023 performance and…
This Freqtrade strategy seeks long entries after short-term weakness while using a higher timeframe trend filter. On the five-minute chart, it looks for either a close near a recent low and below the lower Bollinger Band, or a multi-bar decline followed by a…
This beginner’s guide explains futures grid trading bots, which place long and short orders at preset price levels around a contract price. The approach aims to capture repeated movements within a range by systematically buying and selling, rather than…
The article explains how leveraged perpetual futures positions can be liquidated when traders fail to meet maintenance margin requirements. It treats liquidation data as forced buy or sell order flow that may reveal short-term market pressure, and describes…
This market snapshot reviews several crypto themes: a sharp contraction in AI-agent token capitalization alongside rebounds in a few assets, relative strength in DeFAI, and a newly announced WLFI fund focused on major crypto assets. It also discusses…
This podcast recap discusses how AI agents may interact with crypto assets and decentralized applications, alongside a vision for regulated DeFi that connects conventional banking with self-custodied digital assets. The guest describes agents as systems that…
This article compares five platforms for automating cryptocurrency trades: OctoBot, CryptoHero, 3Commas, Cryptohopper, and Pionex. It describes available approaches such as grid trading, dollar-cost averaging, signal following, market making, and AI-assisted…
This page records a live Binance futures robot identified as using a martingale strategy and running across numerous trading pairs. It presents a dashboard snapshot with account and strategy figures, including reported return, drawdown, win rate, fees,…
The document explains a market-making setting in which a bot replaces filled orders as soon as it has no active orders. During a sustained price move, repeatedly refreshing both sides can lead the bot to keep buying into a decline or selling into a rise,…
This market commentary reviews crypto volatility conditions and options positioning in September 2023. It notes subdued equity volatility and low realized volatility in crypto, while describing rising put-wing implied volatility for a near-term Bitcoin…
Automated trading uses software to monitor markets and place trades when predefined entry and exit conditions are met. Rules can range from simple moving average crossovers to custom strategies, with order types, timing, stops, and profit targets specified…
This beginner-oriented guide recommends planning trades in advance, researching assets before buying, and avoiding impulsive decisions driven by hype or fear of missing out. It advocates diversification across crypto assets, monitoring Bitcoin as a possible…
This weekly crypto market report assesses a recovery in prices by combining spot performance with trading volume, volatility, open interest, funding, order book depth, ETF flows, stablecoin issuance, and DeFi credit measures. It interprets rising prices…
This market snapshot reviews several digital-asset areas: centralized exchange share, spot price moves, futures long-short ratios, DeFi lending activity, and blockchain transaction patterns. It describes Binance losing exchange-volume share after regulatory…
The article explains how to estimate gains from cryptocurrency investments, trades, fiat conversions, and mining. Its basic method subtracts acquisition cost from sale proceeds to find gross profit, then deducts transaction and other costs—such as exchange…
The document explains how a trading system can represent a tokenized asset that tracks an external security, such as a stock or fund traded on a crypto venue. It defines the instrument’s identity, currencies, asset classification, price and quantity…
This introductory guide surveys active and passive approaches to cryptocurrency trading. Its active strategies include day trading, swing trading, trend trading, and scalping. It distinguishes them by holding period, monitoring demands, and the kinds of…