Book

Algorithmic Nexus

Scholar's Review Draft. Version 1.0. June 2026.

Abstract

Algorithmic Nexus examines a constitutional attribution problem created by modern algorithmic commerce. For much of American constitutional history, physical presence generally reflected purposeful human operational conduct. A warehouse, office, delivery route, inventory location, or sales force usually pointed back to a merchant, corporation, agent, or contractor that selected or controlled the relevant physical contact. Constitutional doctrine could therefore use physical presence as a practical proxy for purposeful conduct without separately isolating ownership, operational control, decision-making, and legal attribution.

Modern fulfillment systems may separate those facts. A seller may own inventory, choose a marketplace, supply products, and benefit from national distribution, while a platform-controlled fulfillment architecture determines warehouse placement, transfer, commingling, routing, shipment execution, and the relationship between physical units and inventory ledger entries. The legally visible contact with a state may appear only after a sequence of operational decisions made inside a distributed software system. The question is no longer simply where inventory was located. The question is who decided it would be there.

This manuscript calls that problem Algorithmic Nexus. The term does not announce a new constitutional rule and does not propose that software is a legal actor. It names an analytical framework for organizing facts before doctrine is applied. The framework, described as the Attribution Chain, separates ownership, control, decision, and constitutional attribution. It asks courts and scholars to identify the legally relevant contact, the operational decision that created it, the institution that controlled that decision, and the role of consent, benefit, foreseeability, agency, bailment, administrability, and statutory assignment before applying due process and Commerce Clause doctrine.

Amazon FBA is used as a case study rather than as the endpoint of the theory. The Washington Orthotic Shop record, Inventory Event Detail reports, TaxJar correspondence, commingling materials, Amazon technical materials, patents, shareholder letters, the South Carolina Amazon Services decision, and scholarly correspondence provide a documentary record through which the attribution problem becomes visible. The manuscript presents the Washington case respectfully and does not argue that it was wrongly decided. It instead asks whether modern fulfillment architecture exposes unresolved constitutional questions that older physical-presence assumptions did not require courts to isolate.

The manuscript also presents the strongest competing model. Under the traditional physical-presence view, ownership of property located within a state may provide a historically grounded and administrable jurisdictional basis for tax obligations. Under the decision-attribution view, modern commerce may require closer attention to who created the operational contact when ownership and control diverge. The project does not attempt to prove which model should prevail. It seeks to clarify why the interaction between algorithmic operational control and constitutional attribution deserves continued scholarly examination.

One-Page Summary

Thesis

Algorithmic Nexus asks how constitutional law should attribute physical presence when software rather than the property owner determines where inventory will be located. The manuscript's central claim is limited: physical presence once often functioned as evidence of purposeful human operational choice, but modern fulfillment systems may separate location from the decision that produced it.

The Attribution Chain

The manuscript organizes the problem through the Attribution Chain:

Ownership -> Control -> Decision -> Constitutional Attribution

Ownership asks who owns the relevant property or economic interest. Control asks who has practical authority over the operational system. Decision asks what choice created the legally visible state contact. Constitutional attribution asks whether existing doctrine, agency, bailment, consent, benefit, foreseeability, administrability, and statutory assignment justify assigning that contact to a legal actor.

The Attribution Chain is not a proposed legal test. It is a factual framework for organizing evidence before ordinary constitutional doctrine is applied.

Why Amazon FBA Is the Case Study

Amazon FBA is used because it makes the separation between ownership and operational control visible. A seller may choose FBA, supply inventory, maintain listings, and benefit from national fulfillment. Amazon's fulfillment architecture may then determine warehouse placement, inventory transfer, commingling, fulfillment routing, customer promises, shipment execution, and ledger treatment. The Washington Orthotic Shop record, Inventory Event Detail reports, TaxJar correspondence, commingling examples, Amazon technical materials, and comparison with the South Carolina Amazon Services decision provide a concrete documentary record for examining that separation.

The manuscript is not ultimately about Amazon. Amazon is today's most visible example of a broader transition toward commerce governed by distributed software, optimization systems, and platform-controlled operational processes.

What the Manuscript Does Not Claim

The manuscript does not claim that Washington acted improperly, that Amazon acted improperly, or that the Washington decision was wrong. It does not claim that software is a constitutional person, that AI should receive legal personhood, or that platform control automatically defeats nexus. It does not propose a new constitutional doctrine. Existing due process, Commerce Clause, agency, bailment, and state-tax principles remain the governing law.

The manuscript asks whether courts should more carefully distinguish ownership, operational control, decision-making, and constitutional attribution when modern systems separate those facts.

Requested Feedback

Reviewers are asked to identify contrary authority, missing scholarship, doctrinal weaknesses, citation problems, technical inaccuracies, and places where the manuscript overstates the evidence. The most important question is whether the framework clarifies a serious constitutional issue even for readers who ultimately reject its implications.

Table of Contents

  1. Front Matter
  2. The Constitutional Problem
  3. The Architecture of Algorithmic Commerce
  4. The Orthotic Shop Case Study
  5. Algorithmic Nexus
  6. Epilogue - The Pre-Marketplace Facilitator Era
  7. Appendix A - Related Scholarship
  8. Appendix B - Open Research Questions

Current edition

Scholar's Review Draft, Version 1.0, June 2026.

Version history

Scholar's Review Draft: publication polish for circulation to scholars, adding The Hidden Assumption, preserving The Attribution Chain terminology, and refining the constitutional transition. Earlier editions developed the source apparatus, figure pipeline, counterarguments, and Appendix C timeline.

Future ISBN

ISBN information will be added if the manuscript proceeds to formal publication.

Draft Access

The Scholar's Review Draft is circulated for scholarly review by permission. To request review access, please use the contact page and include institutional affiliation and research interest.

The manuscript is not publicly available through this site.