Fine-tuning forgets. RAG leaks context. Hypernetworks build the model your agent needs on demand.
Nace.AI, a Palo Alto company that raised a $21.5 million seed round in May, is the clearest commercial instance. Its core technology, a generator it calls a MetaModel, produces parameter adaptations for a model at inference time from a company's policies, pointed at regulated work: audit, compliance, risk assessment.
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