Owain Evans proposes a practitioner guide to subliminal learning and phantom transfer

OwainEvans_UK · x · 2026-11-09

Following his RSI data-poisoning direction, Owain Evans proposes a practical project: reviewing current findings on subliminal learning, phantom transfer, and related subtle-generalization phenomena, and spelling out their practical implications for AI practitioners. Ideally effects would be tested in production-like setups, though a review alone makes progress. AI agents can assist with the review and brainstorming, but human involvement is essential. The deliverable should be a maximally accessible, succinct document — not exhaustive, but covering the key content needed to understand and evidence the practical implications.

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