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Research and incubation

BDB Labs develops the ideas before they become offers.

BDB Labs develops and tests the concepts behind BagelTech: governance methods, ensemble reasoning, prototypes, and publishable frameworks. It is intentionally distinct from the commercial product lane: research can be rigorous and useful without pretending to be ready for deployment.

A small team working around laptops in a research and product workspace.

Labs work is exploratory but disciplined: frameworks, prototypes, papers, and methods.

Research themes

The research agenda is practical, not decorative.

BDB Labs asks what institutions need from governance systems before those systems are packaged, piloted, or advised into operating models.

Theme

Runtime AI governance and escalation

Theme

Intelligence pluralism and specialist reasoning

Theme

Evidence trails for auditable decisions

Theme

Prototype-to-product incubation discipline

Frameworks and prototypes

Not everything in Labs is a product. That distinction is the point.

ELEANOR, Ensemble Software Engineering, and related methods can exist as specifications, prototypes, or product inputs depending on maturity and use.

State

In research

Concepts being framed, tested, written, and debated before they become product or advisory commitments.

State

In incubation

Working prototypes and frameworks with enough structure to test against real institutional needs.

State

Ready to ship

Ideas that have crossed into BagelTech products or Bagelle Parris Vargas advisory methods.

Publications

Durable work with source links.

Publications belong here and in the publication archive, where formal work can be scanned without overpowering the product or advisory pages.

Research

The Doctrine of Intelligence Pluralism

A framework for reliability through structured, role-separated intelligence rather than one synthetic authority.

Zenodo

Specification

The ELEANOR Governance Specification - Runtime Architecture v2.1

A technical specification for execution, escalation, evidence capture, and governable model behavior.

Zenodo

Framework

Jurisprudential Governance for AI (ELEANOR)

A rights-based governance framing for controlled AI execution under uncertainty and institutional authority.

Zenodo

Report

Routing Uncertainty in AI Systems

An argument that uncertainty should trigger routing, escalation, abstention, retrieval, or human review.

ORCID