Researchers reviewing information together rather than leaving interpretation to a system.
Pathway 05 / 06 · 6 papers

Memory without surveillance

Care memory should preserve what helps while refusing extraction, opaque training, and permanent observation.

Open this research folder

Memory needs judgement · Illustrative research visual

Orientation05 / 06

The continuity layer sits outside any one model and treats provenance, consent, purpose, context, review, expiry, deletion, portability, and provider exit as architecture.

Continuity needs memory, but collection is not care. Vulnerable people can be made unusually legible while retaining little power over what was captured, inferred, shared, trained on, or kept.

Phase One establishes a research position. It does not claim a deployed care system, clinical authority, or a finished product.

Researchers standing beside a wall of linked source material.
Source trace remains visible
Authored sequence6 papers

Open the memo before leaving the atlas.

The memos are editorial guides derived from the published papers. The originals remain canonical.

015 May 2026 · Supporting sequence

Why Disabled Children’s Data Must Not Become AI Training Sludge

Full paper ↗

025 August 2026 · Lead paper

Support, Not Surveillance

Full paper ↗

035 May 2026 · Supporting sequence

Care Memory vs Surveillance Archive

Full paper ↗

045 August 2026 · Lead paper

The Model is not the Companion’s Memory

Full paper ↗

055 August 2026 · Supporting sequence

Stem Cells for Assistive AI

Full paper ↗

065 May 2026 · Supporting sequence

Data Projections for Continuity-Based Care AI

Full paper ↗
Visual mapIllustrative studies

Four points on the map.

These are conceptual studies—not documentary photographs, production screens, or claims of deployment.

Researchers reviewing information together rather than leaving interpretation to a system.
01Memory needs judgementResearch visual
Researchers standing beside a wall of linked source material.
02Source trace remains visibleResearch visual
Researchers mapping bounded records and relationships across a working wall.
03Small, governed memoryResearch visual
A quiet archive space with a conceptual interface and review materials.
04The right to reviseResearch visual
Research remains openPhase Two inquiry

What this folder does not pretend to settle.

  1. 01

    What is the smallest memory that still preserves continuity?

  2. 02

    How can deletion and “do not interpret” rights survive provider changes?

  3. 03

    What evidence would show that a bounded module is safer in actual use?

Collaborate with usCareful inquiry

Bring perspective to the work.

We welcome careful dialogue concerning Disabled people and families, privacy and child-rights researchers, data-governance specialists, security and AI-safety practitioners, and public-interest technologists.

Please do not send children’s records or sensitive care data in an initial enquiry.

Begin with the research question and the perspective you bring.

Connect on LinkedIn i@mithaqpraxis.com
Research memo Drag to move
Concept render accompanying this research pathway.
Filed with Phase One
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