Resources

Evidence, architecture, and public record.

A curated resource page for the proof surfaces behind Aurora-Lens: demonstration, precedence, implementation, research, and chronology.

Resources

Proof surfaces, not a filing cabinet.

These resources are selected to support the public claims made across the site: admissibility before consequence, governed refusal, auditability, and persistent-state reasoning.

Proof & Precedence
The dated public record

Formal filings, public release sequence, implementation history, and evidence categories.
Live demo
Governance in action

Submit requests and inspect admissibility decisions, continuation, and audit output in real time.
Dissemination Record
Dated release and circulation evidence

Documented public release, direct circulation, and repository dissemination artifacts.
Evidence

What supports the claim?

The site should not ask visitors to accept governance as atmosphere. It points to public records, reproducible demonstrations, implementation artifacts, and audit behaviour.

Chronology
Externally dateable milestones

Provisional filings, public demonstration, package releases, and live deployment.
Evidence Bundle
What belongs in the record

Repository screenshots, dated outreach, package history, publications, and deployment traces.
Runtime Cases
ASK and STOP examples

Ambiguity containment, pediatric dosing stop, and emergency triage stop.
Audit
Decision trail

Every non-admitted outcome preserves the attempted action, governing decision, and continuation path.
Architecture

The core frame.

Aurora-Lens is not a content filter. It is a release-boundary governance layer. Read the full architecture map for admissibility before consequence.

ARCHITECTURE MAP →

Lens

Checks whether candidate output is admissible before it becomes visible, actionable, or consequential.

Governor

Controls lawful continuation after refusal, ambiguity, revision, containment, or escalation.

Audit

Preserves the decision path so non-admitted outcomes can be inspected and replayed.

PEF substrate

Maintains persistent discourse state so meaning is checked against what continues to exist, rather than reconstructed from sequence alone.

Install

Evaluate locally with pip install aurora-lens[spacy] and python -m spacy download en_core_web_sm. See PyPI for release history.

Research Record

Public research surfaces.

ORCID, PyPI, and on-site dissemination evidence. Precedence and chronology stay on this site.

VIEW ALL PUBLICATIONS →

ORCID
Author record

Persistent researcher identity and linked outputs.
PyPI
aurora-lens package

Public package history and implementation surface.
Dissemination record
Release and circulation evidence

Dated public release, direct circulation, and repository dissemination artefacts on this site.

Canonical publication

Aurora and the Attribution of Runtime AI Governance

Preprint · 21 September 2026 · A documented correction of the chronology, scope and attribution of Aurora-PEF and Aurora-Lens in later discussions of runtime AI governance. · Zenodo DOI · SSRN link to be added when approved.

Foundational work

Present-Centered Cognition Model (PCCM): A Cross-Substrate Framework for Understanding Consciousness, Presence, and Latent States in Humans and Machines

Publication · 12 March 2026 · Zenodo DOI

Present-Centred Cognition Model: Working Documents, November 2025

Working paper and provenance record · 6 May 2026 · Zenodo DOI

The World Before the Word

Preprint · 4 August 2026 · Zenodo DOI

What Enters the Clearing

Preprint · 7 August 2026 · Zenodo DOI

Architecture and implementation

Empirical Demonstration: Architectural Limitations in Transformer-Based Reasoning, a Case Study in Pronoun Ambiguity Resolution

Report · 2 July 2026 · Zenodo DOI · OSF

Aurora-Lens: A Provider-Agnostic Governance Proxy for Large Language Models

Preprint and implementation publication · 29 April 2026 · Zenodo DOI

A Terminology Translation Layer for AI Governance Architectures

Preprint · 23 May 2026 · Zenodo DOI

When a Basis Goes Stale: Routing Consequence Through Admissibility

Preprint · 2 July 2026 · Zenodo DOI

Aurora-Lens Public Canonical Statement

Report and canonical architectural statement · 14 August 2026 · Zenodo DOI

Applied governance and standards

Operational Alignment of Aurora-Lens with OECD Due Diligence Guidance for Responsible AI (2026)

Report · 21 February 2026 · Zenodo DOI

Architectural Response to Nippon Life v. OpenAI: Runtime Admissibility as the Missing Layer

Publication · 25 March 2026 · Zenodo DOI

From Policy to Proof: How Aurora-Lens Can Strengthen Runtime Evidence within an ISO/IEC 42001 Artificial Intelligence Management System

Preprint · 29 July 2026 · Zenodo DOI

Portable Approval State Does Not Convey the Approver-Eligibility Basis

Technical note · 1 August 2026 · Zenodo DOI

Authorship, priority and provenance

Aurora-Lens and Related Architecture: A Prior Art and Precedence Record

Publication · 29 April 2026 · Zenodo DOI · SSRN

Aurora-Lens: Proof and Precedence

Report and evidence deposit · 16 July 2026 · Zenodo DOI

The Maintained Unresolved State: Priority Record and Documented Chronology

Technical note and evidence bundle · 26 August 2026 · Zenodo DOI · Current Zenodo version

Record of Public Disclosure: milarien/Aurora-PEF, 4 to 30 December 2025

Report · 31 August 2026 · Zenodo DOI

Evidence should be inspectable.

Start with the governed examples.

RUN THE DEMO →