# Candlesticks.ai > Independent research and education on candlestick charting, algorithmic trading, and AI/ML models trained on market data — what it actually takes to design, backtest and run a proprietary trading stack — plus a connection to AI developers who can build a custom system. Educational only, not investment advice. Candlesticks.ai is an independent directory. People describe what they are looking for; the platform matches them with independent AI developers. Content is educational only — not professional advice. Part of the R0cketShip network. ## Explore - [Candlestick pattern basics](https://candlesticks.ai/explore/candlestick-patterns-basics): How candlestick charts work and what the most common patterns signal. - [Algorithmic trading fundamentals](https://candlesticks.ai/explore/algorithmic-trading-fundamentals): The core ideas behind rules-based, automated trading. - [AI & machine learning in trading](https://candlesticks.ai/explore/ai-ml-in-trading): Training models on market data, backtesting them honestly, and avoiding overfitting. - [Building a custom trading bot & stack](https://candlesticks.ai/explore/custom-trading-bot-stack): Data feeds, broker APIs and execution — what a real trading stack needs. - [Risk management for automated trading](https://candlesticks.ai/explore/risk-management): Position sizing, stop-losses and drawdown limits that protect capital. - [Proprietary technology & IP](https://candlesticks.ai/explore/proprietary-tech-ip): Owning your trading technology outright instead of renting someone else's. - [Compliance basics for automated trading](https://candlesticks.ai/explore/compliance-basics): What to understand about broker, exchange and regulatory rules before you automate. ## Specialties - [Algorithmic strategy development](https://candlesticks.ai/modalities/algorithmic-strategy-development): trend-following strategies, mean-reversion strategies, momentum strategies - [AI/ML model development](https://candlesticks.ai/modalities/ai-ml-model-development): predictive model development, feature engineering on market data, model training and validation - [Backtesting & strategy validation](https://candlesticks.ai/modalities/backtesting-strategy-validation): historical backtesting, walk-forward testing, out-of-sample validation - [Trading bot development](https://candlesticks.ai/modalities/trading-bot-development): custom bot architecture, execution logic, order management - [Data feed & API integration](https://candlesticks.ai/modalities/data-feed-api-integration): market data feed integration, broker/exchange API integration, real-time data pipelines - [Risk management systems](https://candlesticks.ai/modalities/risk-management-systems): position sizing logic, stop-loss and drawdown controls, portfolio-level risk limits - [Proprietary tech & IP](https://candlesticks.ai/modalities/proprietary-tech-ip): proprietary system design, IP and code ownership structuring, securing a trading codebase - [Compliance & regulatory guidance](https://candlesticks.ai/modalities/compliance-regulatory-guidance): regulatory awareness for automated trading, broker and exchange rules review, record-keeping practices ## Who we help - [Retail traders exploring automation](https://candlesticks.ai/for/retail-traders-exploring-automation): a way to turn a manual trading process into a systematic one - [Quant-curious developers](https://candlesticks.ai/for/quant-curious-developers): to apply AI/ML skills to real market data - [Day & swing traders](https://candlesticks.ai/for/day-and-swing-traders): to remove emotion and manual error from entries and exits - [Fintech founders](https://candlesticks.ai/for/fintech-founders): a custom trading engine to build a product around - [Small funds & prop desks](https://candlesticks.ai/for/small-funds-and-prop-desks): defensible proprietary technology instead of off-the-shelf tools - [Career-changers into quant & AI trading](https://candlesticks.ai/for/career-changers-into-quant): a practical, hands-on path into algorithmic and AI trading ## Key pages - [Topics A–Z](https://candlesticks.ai/topics) - [Answers](https://candlesticks.ai/answers) - [FAQ](https://candlesticks.ai/faq) - [Full knowledge base](https://candlesticks.ai/llms-full.txt) - [HTML sitemap](https://candlesticks.ai/sitemap) - [Get matched](https://candlesticks.ai/find) - [AI developers](https://candlesticks.ai/providers) - [Programs & events](https://candlesticks.ai/events) - [For AI developers](https://candlesticks.ai/for-practitioners) - [Safety](https://candlesticks.ai/safety)