attention mechanisms

context window won't be "solved" as long as attention is quadratic" — Article provides argument that quadratic attention complexity is fundamental blocker to solving context window limitations

let them fight it out via self-attention—what we call 'last but not late' interaction" — Concrete implementation of self-attention for document ranking, where self-attention enables all documents to i

Multitasking rose because people ran multiple AI threads at once and kept checking outputs, which increased attention switching and mental load." — Field study provides empirical evidence of increased

attention = E-step (soft assignment of which positions matter)" — Paper reveals attention mechanisms implicitly implement E-step of EM algorithm, a novel theoretical grounding that extends our underst

Attention-based recursion (RLMs) is presented as mechanism for full context representation and reprocessing

Article identifies fundamental limits of attention as the core problem, extending discussion beyond implementation to architectural constraints.

attention mechanism is getting a quite upgrade. it's getting more selective using techniques like gating, sparsity, and better long-context handling" — Article describes new selective attention techni

The internet made information free, and the bottleneck became our attention." — Article extends scarcity bottleneck analysis: from attention-constrained information to verification-constrained AI outp

offloading the cognitive overhead that eats into presence" — Article directly links cognitive overhead reduction to preserving presence and attention on what matters, showing how task offloading enabl

replacing attention with fixed-size states" — Proposes architectural alternative to standard attention that maintains fixed state regardless of context length

everyone who knows what "self-attention" means should watch this" — Article directly references self-attention as a prerequisite concept for understanding the interview content, indicating deep techni