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∀№INT℡

Independent Artificial Intelligence Research & Development

Independent R&D4 November 202611 ORIGINAL PAGES

Remembering is not the same as improving. This research program asks whether an artificial system’s retained experience can measurably improve what it does next.

02 / CASE STUDY

What the record
actually supports.

01
REPORTED

A persistence layer, not a learning system

The dossier describes CORE-001 as a Python prototype with atomic observation records, fixed dispatch, a hash-linked SQLite ledger, deterministic reconciliation and restart checks. Its source, test suite and demonstration output are not attached to this edition. CORE-001 does not learn.

02
REPORTED

One bounded experiment, with limits

MARK I reports 149/160 held-out answers for the adaptive learner, 28/160 for memory-only retrieval and 44/160 for the stateless control. The 21 October synthetic benchmark was not rerun for the dossier. Budgets and built-in assumptions were not matched; these figures do not establish general AI superiority.

03
PROPOSED

The next claims have to be earned

State-dependent routing, versioned architectural updates and rollback remain proposals. Self-models and proto-subjectivity are future research targets. The document explicitly separates functional behavior from consciousness or subjective experience.

Complete original cover of ∀№INT℡
THE ORIGINAL COVER
Research portfolio · v1.0
4 November 2026
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