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Scale our PhD-inspired model-training methodology to save frontier LLMs up to 83% of cost
The Efficiency Crisis Amongst LLMs
AI scaling has hit its economic wall, requiring a refocus on efficiency
By 2026, AI hyperscalers are shifting from growth-at-all-costs to efficiency-first strategies as training and inference economics hit physical, regulatory, and capital limits
2.7x YoY Cost Growth
of hardware and energy costs as LLMs grow in size and complexity