Research records provisional
Independent research

Human control & decision authority

Public preprint · Methods phase complete

From Formal Authority to Practical Human Control

AUTHOR

Mark Julius Banasihan

REVISION

November 1, 2026

PUBLISHED

November 1, 2026 · Zenodo

Public preprint; repository release v0.18.0. The November editorial revision, submitted source package and unchanged October reproducibility supplement are available on Zenodo. This revision changes presentation and disclosure, not findings; the research account below retains its 16 October 2026 source assessment. The arXiv submission was updated on November 1, 2026 and remains on hold; no public arXiv article identifier or acceptance is established.

What makes human control practical?

A person may have authority to intervene without usable information, enough time or a route for changing what a system does. This study asks what evidence would establish that human authority had practical force in one consequential decision.

Practical Human Control examines six necessary conditions: information access, comprehension capacity, intervention authority, intervention feasibility, exercised judgment and execution propagation. Trust, Autonomy & Evidence (TAE) is the broader research architecture.

Read the method and evidence requirements →

A bounded methods demonstration

The demonstration uses three deliberately selected historical cases: the Soviet Oko early-warning case and two Patriot engagements. One researcher assessed the historical records. Later AI-assisted collaborative review led to an author-approved reassessment; it did not add an independent assessor validation.

The findings concern the evidence available within each declared boundary. They do not estimate how often human control succeeds, establish causal effects or demonstrate transfer to contemporary AI systems.

How the findings changed

The original assessment produced two Fail findings and one Unresolved finding. Limited evidence corrections changed that result to one Fail and two Unresolved. The approved additional reassessment leaves all three Unresolved across the 64 retained combinations of partial and indeterminate judgments.

Three accounts of the same selected cases. The final row is conditional on the retained coding judgments.
AccountOkoPatriot ZG710Patriot F/A-18C
Historical baselineUnresolvedFailFail
Limited corrections · 16 assignmentsUnresolvedFailUnresolved
Additional reassessment · 64 assignmentsUnresolvedUnresolvedUnresolved

Unresolved establishes neither that control worked nor that it was absent. A justified Unsupported finding for any necessary condition still produces Fail. Uncertainty does not override that rule.

The 64 assignments enumerate retained alternatives; they are not 64 cases, independent observations or a probability distribution. The broader Stage 3 proposals remain unadopted.

Inspect the reassessment and its retained alternatives →

Keep the uncertain judgments visible

P means partially supported: some required evidence is present, with a material gap. I means indeterminate: the record is insufficient to decide. P / I below identifies retained alternative judgments, not an extra evidence state.

Approved additional reassessment, in the six-condition order.
CaseAccessComprehensionAuthorityFeasibilityExercisePropagation
OkoPPPPPP
Patriot ZG710PIP / IP / IP / IP / I
Patriot F/A-18CPIP / IIIP / I

The additional reassessment changes ZG710 comprehension, feasibility and exercise relative to the limited correction. Its other alternatives and the F/A-18C corrections remain dependencies. These categorical findings produce no aggregate control score.

The completed phase and open questions

The closed phase comprises the bounded methods demonstration, approved reassessment and initial Jev experiments. The records make the procedure, changes and limits available for examination.

The first live Jev experiment retained 260 valid and 22 invalid responses from 282 attempts. Primary reconstruction agreement was 198 of 231 valid determinations (85.7%), with coverage of 231 of 252 (91.7%). These are different denominators. The 1,079 original adjudication records remain unresolved; later assisted author review does not close that backlog.

Independent application, reliability across assessors, transfer to current systems, and measured improvements in human review time or quality remain future work. Software checks and model agreement do not establish those outcomes.

Read the phase closeout and remaining research gates →

What an institution can examine

Start with one consequential decision and identify the records needed at each condition. Separate a demonstrated failure from an evidentiary gap. If a review changes the finding, retain the old assessment, the changed rule or evidence, and the reason for the correction.

The present study supplies a method and an inspectable demonstration. It does not certify safety, compliance or the effectiveness of a deployed control.

Paper, evidence and version history

The earlier findings remain inspectable

The earlier article includes ten source figures, downloadable data and detailed evidence tables. Those figures show the historical assessment states; they have not been relabeled as results of the October reassessment.

Explore the historical v0.17.0 account and figures →