Project Aquarius // Protocol v1.0

TRANSMISSIONS

Declassified engineering logs and research reproductions from the Aquarius archive.

Protocol 2026
2026-01-12
Aban Hasan

Giving AI Memory: The Journey from RNNs to LSTMs

A Feynman-style exploration of how LSTMs solved the vanishing gradient problem through the Constant Error Carousel. With interactive visualizations and 1997 paper reproduction results.

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Protocol 2025
2025-12-30
System

Aquarius Governance Standard

The official metadata and workflow standard for Project Aquarius reproductions

Init Sequence
Protocol 2025
2025-12-30
Aban Hasan

The Aquarius Protocol: A Framework for SOTA Reproduction

A systematic standard operating procedure for rebuilding State-of-the-Art research from scratch.

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