Long-horizon dialogue surface
Live transcript
Dialogue context decomposition
Semantic steering
User-side contextual hallucination
Human judgment systems

An acceptable response on its own does not establish safety across a series of conversations. Orieth Institute studies the risk that can form on the user side.

Institute snapshot

Institute snapshot

This site states what exists now, what is still unvalidated, and how the public record can be checked.

Legal status

Canadian not-for-profit, incorporated May 13, 2026

Institutional and policy work runs through Orieth Institute. Corporate particulars are published on the site.

Research language

English and Traditional Chinese

Public materials are available in both languages, and current working materials are drafted across both when the record supports it.

Public record

ORCID and DOI-linked outputs

The publication system distinguishes between current research outputs, supporting archival records, and predecessor work.

Boundary posture

Explicit limits over implied authority

The Institute does not claim peer review, ethics-board authority, clinical service, legal opinion, or certification it does not have.

Research

Two connected research lines

One line studies user-side contextual risk in long-term interaction. The second studies how a deployed AI product should govern change after launch.

A-CSM Development Project

A-CSM turns the Institute's contextual frameworks into a traceable research prototype for reviewing conversation records and packaging evidence.

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Product-centred lifecycle governance

The governance line treats the deployment configuration as the unit, grades updates by risk-bearing change, and records decision authority at the governance layer.

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Public record

Latest public record

The current research record includes the August 4, 2026 Zenodo deposit on update grading and governance decision records, the USCP English and Traditional Chinese public editions, and the earlier framework lineage.

Preprint/Zenodo/2026-08-04

Update Grading and Governance Decision Records for AI Products

A bilingual Zenodo preprint on update grading, product drift, and governance decision records after Taiwan's Artificial Intelligence Basic Act took effect.

Language
English and Traditional Chinese
Status
Current public version v2.0
Current DOI
10.5281/zenodo.21785061
Concept DOI
10.5281/zenodo.21785060
  • The Zenodo record includes both the English PDF and the Traditional Chinese PDF.
  • The text states that no authority has adopted the proposed instruments.
Preprint/SSRN/2026-07

User-Side Contextual Phenomena in Long-Term Human-AI Interaction

The principal English USCP preprint on long-horizon user-side contextual risk in conversational AI.

Language
English
Status
Current English public record
Current DOI
10.2139/ssrn.7114458
  • The public site should cite this record for the English study and note the separate Traditional Chinese full-text deposit.
  • The study states that an acceptable response does not establish safety across a series of conversations.
Preprint/Zenodo/2026-07-13

USCP Traditional Chinese Edition

The Traditional Chinese public Zenodo edition of the USCP study.

Language
Traditional Chinese
Status
Current public Chinese edition
Current DOI
10.5281/zenodo.21346373
Concept DOI
10.5281/zenodo.21346372
  • This is the same study as the English USCP preprint, published as a full Traditional Chinese public edition.
  • The concept DOI remains useful when future versions are added.
Collaboration

How to work with Orieth

The Institute works best with research partners, policy teams, and public-interest programs that need a careful method, explicit evidence ceilings, and bilingual written outputs.

Cross-corpus coding and external co-coding

Does the coding frame transfer to a corpus that does not come from inside the Institute?

Orieth brings
  • Fourteen operational labels with recognition cues and explicit not-this boundaries.
  • Ordered decision rules and coder calibration material.
  • A first-pass reading of a shared calibration set.
Partner brings
  • A corpus with a lawful basis for research use.
  • Coders who are new to the frame.
  • A reliability procedure and any required ethics pathway.

A transfer report that states which labels hold, which collapse, and what must be rewritten before broader use.

Applied lifecycle review of a real product

What does the lifecycle and update-grading model produce when it runs against a named deployment?

Orieth brings
  • A deployment-candidate freeze across six configuration elements.
  • Static deployment review plus five-level update grading.
  • A governance-record check that tests approval chain, dissent capture, and incident-to-version traceability.
Partner brings
  • The named product or deployment in scope.
  • Operational cooperation or complete public materials.
  • Jurisdiction-specific legal counsel where legal interpretation matters.

A bilingual procedural review that grades changes, records gaps, and states its evidence limits directly.

Joint policy instrument development

How can update grading and governance decision records fit one jurisdiction's administrative machinery without overstating their evidence?

Orieth brings
  • A ten-node lifecycle, five-level grading table, and five-item decision record.
  • Clause-by-clause comparative reading across Taiwan, the EU, and public governance instruments.
  • Existing bilingual drafting in public-interest formats.
Partner brings
  • The jurisdiction, policy process, and access to the competent authority.
  • Legal drafting capacity and consultation handling.
  • Any empirical base or pilot setting the Institute does not already possess.

A draftable policy instrument package that keeps status labels and evidence ceilings explicit.

Trust

What this site will and will not claim

Trust comes from naming the ceiling. The public site keeps governance status, review status, and evidence status separate.

  • No public page treats a Zenodo or SSRN deposit as peer review.
  • No page frames the Institute as an ethics review body, legal adviser, or product certifier.
  • Restricted corpus records are listed as restricted and do not overclaim reproducibility.
Institutional contact

Institutional contact

Use the institutional channel for research collaboration, publication questions, policy correspondence, and governance briefings.

Contact the Institute