Technical work should not disappear when a third-party URL does.

These studies were originally published through Aggregate Intellect, founded in Toronto in 2018, as part of its A.I. Socratic Circles (AISC). The original pages were later removed, so I now host edited versions here with the technical explanation, reported evidence, source material, and study limitations preserved.

Sequential recommendation

BERT4Rec, explained

Why masked-item prediction and bidirectional context changed the recommendation objective.Architecture · Training · Reported benchmarks →

Reinforcement learning

RNN vs Transformer policies

A small trading experiment reconstructed with exact results and a methodology audit.Experiment · Results · Limits →

Provenance

Presentation changed. Claims did not.

Selected source artifacts remain linked from each page through a small public evidence repository. Figures are identified as report or source-paper evidence; historical results are not described as new reproductions. The BERT4Rec report’s collaborative authorship is stated explicitly.

Inspect selected AISC source artifacts ↗