DAL using SQLAlchemy ORM.

Resolves an author's affiliation based on their affiliation history and a given date.

Association table linking a Paper to an Author, including the 'position' (i.e., ordering) of the author on that paper and affiliation details

Container for all case studies found.

Information about an analogous real-world company.

Output of the Case-Study Identifier stage for one hypothesis.

Class to generate analytics for conference papers with country-specific focus.

A scored hypothesis after critical review.

Dependencies needed by the agents and tools.

Market data gathered for a specific hypothesis.

Output of the Market-Scout stage.

Output of the Red-Teamer stage.

Input data for the workflow.

Output of the Strategic-Analyst stage.

Strategic lessons and founder fit for a hypothesis.

A polished venture brief for a single hypothesis.

Output of the Venture-Editor stage - the final venture briefs.

Represents a single commercial hypothesis.

Subclass intended for future extensions, if required

Subclass intended for future extension

Output of the Idea-Generator stage.

Output of the Impact-Scorer stage.

A hypothesis scored according to the 10x rubric.

Output of the Summariser stage.