Non-verbal reasoning AI drastically reduces compute overhead/ operational costs by eliminating text token processing steps; helps scaling

https://techxplore.com/news/2026-09-kind-ai-cheaply-words.html

"moves away from traditional LLMs, operating within compact, high-dimensional latent vector spaces... internal problem-solving without generating intermediate verbal output reduces token overhead, latency, memory consumption... cheaper/ more efficient neural network multi-step logic/ abstract mathematical operations... bypassing text-based chains of thought unlocks a faster, significantly lower-cost paradigm for scalable machine intelligence."

Related: Tech Goes Invisible: The Next Wave of AI
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