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Research

A navigable body of developing thought.

We research the conditions required for intelligence to become useful without becoming unaccountable, inaccessible, or detached from evidence. These are working directions — not settled doctrine.

Status Key

Published
Released publicly. Subject to versioned revision.
Review
Under internal review; ready for external consideration.
Drafting
Working paper or protocol in active drafting.
Evidenced
Primary sources reviewed; key claims supported or constrained.
Mapped
Evidence mapped; claims and counterarguments being structured.
Framed
Central question and thesis defined; evidence collection underway.
Seed
Initial signal — not yet structured as a research question.

Flagship Directions

Five central research questions.

  • CS-RC-001

    Governed Intelligence

    FramedMixedGoverned Agent Systems

    Thesis

    AI capability is not sufficient. Systems must preserve human authority, contestability, provenance, and the ability to stop.

    Proposed Contribution

    A governing principle and testing framework for what makes AI systems genuinely safe rather than merely compliant.

    Next Decision

    Continue evidence-mapping; identify falsifiable claims against existing compliance framing.

  • CS-RC-002

    Human–Agent Environments

    FramedMixedHuman–Agent Partnership

    Thesis

    The quality of collaboration between humans and AI agents depends less on model capability than on the design of the shared environment.

    Proposed Contribution

    The Anchor Function, Sensemaking Covenant, and Eddy Framework — three publishable protocols for collaborative environment design.

    Next Decision

    Extend protocols to team-scale and multi-agent environments.

  • CS-RC-003

    Agentic Accessibility

    FramedAgenticGoverned Agent Systems

    Thesis

    Machine-readable content is not necessarily agent-accessible. Digital environments should expose the structure, state, provenance, authority, and action boundaries agents need to participate safely.

    Proposed Contribution

    OARSH-C — a published environmental-accessibility framework and emerging specification, currently supported by candidate research, proposed governance, and a partial static reference implementation.

    Next Decision

    Ratify a minimum accessible-environment contract, applicability model, evaluation tasks, and evidence thresholds before making conformance claims.

  • CS-RC-004

    Living Knowledge Systems

    FramedMixedKnowledge, Memory & Continuity

    Thesis

    Institutional memory should be governed, revisable, evidence-bearing, and accessible to both people and agents — not static documentation.

    Proposed Contribution

    Privacy-safe collection protocols, source-manifest governance, evidence posture labeling, and agent-readable knowledge structures.

    Next Decision

    Complete evidence mapping from Knowledge Registry to flagship research claims.

  • CS-RC-005

    Environmental Cognition

    FramedAgenticHuman–Agent Partnership

    Thesis

    Capabilities that emerge when an agent is persistently situated are categorically different from those achievable through repeated invocation.

    Proposed Contribution

    Named distinction between episodic and environmental operation; taxonomy of emergent capabilities; governance requirements for persistent agents.

    Next Decision

    Empirical study comparing episodic vs. situated agent behavior on continuity-dependent tasks.

Research Families

Five organizing domains.

Concepts are grouped into families by their central questions, not by method or output type. A concept may sit at the intersection of multiple families.

  • fam-01

    Governed Agent Systems

    Authority, organizational sensemaking, accessible agency, personal agents, and continuity infrastructure.

    • FramedGoverned Intelligence
    • FramedAgentic Accessibility
  • fam-02

    Knowledge, Memory & Continuity

    Evidence, provenance, privacy-safe memory, publication, and the transition from collection to canon.

    • FramedLiving Knowledge Systems
    • FramedMidsession Continuity
  • fam-03

    Human–Agent Partnership

    Persistent collaboration, human posture, working covenants, failure modes, and AI-native studio operations.

    • FramedHuman–Agent Environments
    • FramedEnvironmental Cognition
  • fam-04

    Personal Judgment & Personalization

    Personal systems, preference, revision, bounded assistance, and protection from reduction.

    Concepts in this family are being scoped.

  • fam-05

    Material & Cultural Intelligence

    Material behavior, designed continuity, cultural interpretation, and authority without spectacle.

    Concepts in this family are being scoped.

These frameworks are published because we believe the conditions for peer cognition between humans and AI are rare but replicable — and worth studying together. Reach out if this research is relevant to your work.