Pathway's 150M Parameter Model Sets New ARC-AGI Cost-Efficiency Frontier

Direct_Leader_1802 · reddit · 2026-08-11

Startup Pathway has announced BDH-CQ, a 150M-parameter post-Transformer model. It scored 29.5% on the ARC-AGI-1 benchmark at a computed cost of just $0.0007 per task, establishing a new cost-efficiency frontier.

The model utilizes recurrent memory and latent reasoning instead of long token-based chains of thought. Notably, Transformer co-author Lukasz Kaiser is involved as an investor and adviser. This aligns closely with researcher Andrew Curran's recent prediction of a major memory-efficient architecture breakthrough from outside the major AI labs.

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