• A standardized framework for code environment setup, with an emphasis towards data management and statistical tools.

• A standardized framework for personal privacy, security, and anonymity, with an emphasis towards data management.
• A set of tools for anonymous data creation and consumption.

• A standardized framework for collective intelligence and knowledge bases.
• A set of tools for quantifying information flow.
• A set of tools for optimizing community network topology and nonlinear node interaction dynamics, in relation to value distribution and innovation spread.

• A standardized framework for dynamic node influence distribution management.
• A standardized framework for competitive ranking and reward based on value contribution.

• Repos for sharing relevant books, research papers, articles, blog posts, notebooks, code, courses, etc...

• A standardized framework for data valuation, given a data set, model, and performance metric.
• A circular data economy, where data producers are compensated by data consumers, based on the value of their data, given the data is private/anonymous.
• A data marketplace, using smart contracts and a proof-of-contribution protocol, with secure integrations for data producers, facilitating automated data value exchange.
• A set of tools for inferring schemas from structured and unstructured data, and using the inferred schemas to generate data classes.
• A standardized framework for modeling data based on set theory, allowing for the separation of the information space and the machine space.
• A base coverage of common data schemas, structures, and classes (ex: company, ticker, options-contract, commodity, currency, user, brokerage, etc...).

• Automated, private, and secure macroeconomics data ingestion.
• A standardized framework for macroeconomics data valuation.
• A set of tools for secure macroeconomics data contribution, compensation, collaboration, and collective intelligence.

• Automated, private, and secure stock trading data ingestion.
• A standardized framework for stock trading data valuation.
• A set of tools for secure stock trading data contribution, compensation, collaboration, and collective intelligence.

• Automated, private, and secure options trading data ingestion.
• A standardized framework for options trading data valuation.
• A set of tools for secure options trading data contribution, compensation, collaboration, and collective intelligence.

• Automated, private, and secure crypto trading data ingestion.
• A standardized framework for crypto trading data valuation.
• A set of tools for secure crypto trading data contribution, compensation, collaboration, and collective intelligence.

• Automated, private, and secure forex trading data ingestion.
• A standardized framework for forex trading data valuation.
• A set of tools for secure forex trading data contribution, compensation, collaboration, and collective intelligence.

• Automated, private, and secure commodities trading data ingestion.
• A standardized framework for commodities trading data valuation.
• A set of tools for secure commodities trading data contribution, compensation, collaboration, and collective intelligence.

• Automated, private, and secure futures trading data ingestion.
• A standardized framework for futures trading data valuation.
• A set of tools for secure futures trading data contribution, compensation, collaboration, and collective intelligence.

• Automated, private, and secure real estate investment data ingestion.
• A standardized framework for real estate investment data valuation.
• A set of tools for secure real estate investment data contribution, compensation, collaboration, and collective intelligence.

• Automated, private, and secure alternative investment (art, wine, shoes, cars, cards, NFTs, etc...) data ingestion.
• A standardized framework for alternative investment data valuation.
• A set of tools for secure alternative investment data contribution, compensation, collaboration, and collective intelligence.