wiki/external/shimmerymemory/essays/forgetting-first-ai

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Forgetting-First AI

Subtitle: Design principles and reference architecture for consent-aware organizational AI.

Source Artifact

• Source role: published_external
• Published URL: https://shimmerymemory.com/essays/forgetting-first-ai/
• Canonical URL: https://shimmerymemory.com/essays/forgetting-first-ai/
• Publication date: 2026-06-21
• Updated date: 2026-06-21
• Author/source: Polelop / Shimmery Memory
• Artifact spine filename: None listed
• Source path: None listed
• Content hash: None listed
• Language: en
• License: Open Blessing License
• Visibility: public
• Feed status: published
• Tags: polelop, forgetting-first-ai, consent-aware-ai, organizational-ai, ai-architecture, memory, forgetting, context-boundaries, witness-gates, air-gapped-learning

Description / Excerpt

A Polelop reference architecture for consent-aware organizational AI that treats forgetting as the default state, making memory scoped, witnessed, reversible, and technically bounded.

Excerpt:

Forgetting‑First AI ## Design Principles and Reference Architecture for Consent‑Aware Organizational AI --- ## Purpose This document defines a forgetting‑first design philosophy for deploying AI in organizations where consent, boundaries, and agency must remain intact over

Canonical Glyphs

• consent: 🝁
• boundary: 🝚
• witness: 🜹
• loop: 🝳
• collapse: 🜲
• artifact: ▣

Related Invariants

• P1 — Boundary / Scope · Quantum Invariants · primitive
• P2 — Agency / Capacity · Quantum Invariants · primitive
• P3 — Authorization and Consent Gate · Quantum Invariants · primitive
• P4 — Legibility / Interpretability · Quantum Invariants · primitive
• P6 — Feedback / Recursion · Quantum Invariants · primitive
• P7 — Memory / State · Quantum Invariants · primitive
• P8 — Temporal Integrity · Quantum Invariants · primitive
• P9 — Power-Proportionate Governance · Quantum Invariants · primitive
• C6 — Consent Gradient · Quantum Invariants · composite
• C11 — Witnessed State Change · Quantum Invariants · composite
• C12 — Governance Invariant · Quantum Invariants · composite

Ingest Metadata

• Source role: published_external
• First seen: 2026-06-26T03:20:02.687577Z
• Last checked: 2026-06-26T03:20:02.687577Z
• Schema version: 0.1
• Source index: Shimmery Memory Essays
• Work Vault root: Work Vault Index

Salience Status

• pending

Work Vault Links

• Reserved for internal page links once salience extraction begins.

Working Read

• Pending.

Core Claim

• Pending.

Key Ideas

• Pending.

Open Questions

• Pending.

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