
Ex-Palantir founders raise $17 million for construction AI startup Dream
Andreessen Horowitz led the seed round; Dream says its model is already used on 10 projects in Texas and California.
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Andreessen Horowitz led the seed round; Dream says its model is already used on 10 projects in Texas and California.
On LLaDA the added modules are about 0.84% of parameters and generation is up to 7.15 times faster.
On GSM8K the paper reports 10.12× and 5.12× speedups on LLaDA-8B-Instruct and Dream-7B-Instruct while keeping task quality.
Deterministic PRM guidance for discrete diffusion LLMs loses to simpler ORM reranking at matched compute.
Register tokens let diffusion language models like LLaDA and Dream carry reasoning state across cleared chunks, gaining up to 19.5 points on code.
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