RESEARCH DIVISION

RESEARCH
& INNOVATION

We believe that open research and systematic knowledge sharing are essential for re-industrializing America. Knowledge hoarding slows progress; knowledge sharing accelerates it.

RESEARCH PARTNERSHIPS
SECTION_01

RESEARCH
PHILOSOPHY

CORE PRINCIPLE

We develop and publish methodologies as open standards to accelerate innovation across the American industrial base. Knowledge hoarding slows progress; knowledge sharing accelerates it.

SECTION_02

RESEARCH
AREAS

RSH_001

Value Production Theory

Mathematical frameworks for understanding and optimizing value creation in industrial systems.

CURRENT WORK
  • Quantitative models for R&D portfolio optimization
  • Value flow dynamics in manufacturing systems
  • Risk-adjusted return calculations for industrial ventures
  • Network effects in innovation ecosystems
    • RSH_002

    Systematic Forecasting

    Methodologies for predicting venture success and industrial outcomes using quantitative frameworks.

    CURRENT WORK
  • 25-section superforecasting framework for venture validation
  • Cognitive bias mitigation in R&D decision-making
  • Reference class forecasting for industrial projects
  • Leading indicator identification and tracking
    • RSH_003

    Foundry Physics

    Understanding and optimizing the fundamental dynamics of production systems, both physical and digital.

    CURRENT WORK
  • Queue theory applications in software development
  • Constraint identification and management in R&D workflows
  • Throughput optimization in venture creation
  • Work-in-progress (WIP) management systems
    • RSH_004

    Decision Science for Industrials

    Frameworks for making better R&D allocation decisions under uncertainty.

    CURRENT WORK
  • Decision foundry frameworks for capital allocation
  • Value-flow index development for opportunity scoring
  • Portfolio management mathematics for venture studios
  • Resource optimization across multiple ventures
    • SECTION_03

    OPEN
    STANDARDS

    GAI/ARKOS-1000-2025

    Standard for Repeatable Venture-Piecework Software Production

    Our normative framework for converting SME insights into cash-generating software in ≤18 months.

  • Input specifications and quality requirements
  • Risk retirement protocols and methodology
  • Output standards and validation criteria
  • Quality control frameworks and metrics
  • Conformance requirements and testing
    • Version1.0
    LicenseOSI Licensed
    StatusIn Development
    GAI SUPERFORECASTING FRAMEWORK

    25-section methodology for venture validation and prediction

    Comprehensive methodology covering everything from problem validation to exit planning.

  • Complete venture assessment framework
  • Risk analysis and mitigation strategies
  • Market validation methodologies
  • Financial forecasting models
    • LicenseOpen Source
    Commercial UsePermitted
    StatusIn Development
    SECTION_04

    RESEARCH
    OPPORTUNITIES

    Postdoctoral Fellowships

    2-year positions

    Focused on industrial R&D optimization, with rotation through our active ventures.

    CURRENT OPENINGS
  • Industrial AI Safety and Verification
  • Quantitative Venture Assessment Methods
  • Manufacturing Process Optimization
  • Technology Transfer Methodologies
    • PARAMETERVALUE
    Compensation$85,000/year + benefits + research budget
    Duration2-year positions
    LocationSt. Petersburg, FL

    Graduate Research Assistantships

    PhD and Masters level research positions in collaboration with partner universities.

    Visiting Scholar Program

    6-12 month positions

    For established researchers interested in applied industrial R&D.

    CONTACT PROTOCOL

    CONTACT
    RESEARCH
    TEAM

    Interested in collaborating or have questions about our frameworks?

    DIRECTOR OF RESEARCH

    Brandon Dey, Founder

    brandon@generalamericanintelligence.com
    COLLABORATION INQUIRIES

    Partnerships & Framework Access

    brandon@generalamericanintelligence.com
    "We believe that open research and systematic knowledge sharing are essential for re-industrializing America. Knowledge sharing accelerates progress."
    — Brandon Dey, Founder