AI capital race expands as valuation scrutiny tests returns

Recent reports include Mirendil’s $1B Series A, LangChain’s $300M Series C at $3B, and Daylight’s $80M Series B. A funding roundup and repeat LangChain coverage add little new verification; differentiation, independently verified adoption, and durable returns remain key tests.