Shein Global Holdings Ltd. shares fell 10% during the first trading operations of its Hong Kong IPO on Tuesday. ^[1] Don Schuerman, CTO and Head of Marketing at Pegasystems, stated on 2026-04-12 that the era of indiscriminate AI agent deployment is ending due to rising costs and reliability concerns. ^[2] Sagi Eliyahu, CEO of KMS Lighthouse, wrote a piece for the Forbes Technology Council addressing why enterprise GenAI initiatives often get stuck in pilot purgatory due to messy, unverified data foundations. ^[3] Shein reported a loss of US$99 million in the first three months of 2026, compared to a profit of US$395 million in the same period the previous year. ^[4] Shein's IPO raised HK$13.6 billion (US$1.7 billion), valuing the company at approximately US$26 billion, significantly below its previous private valuation of US$100 billion. ^[5] The US eliminated the de minimis exemption last year, ending the tariff-free entry for imports under US$800, which has negatively impacted Shein's business model. ^[6] Don Schuerman noted that model providers have shifted from all-you-can-eat subscription models to expensive metered billing schemes, making the cost of agentic business unpredictable. ^[7] Don Schuerman stated that asking an AI chatbot the same question 10 times often yields 10 different answers due to the lack of consistency in AI models. ^[8]