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CNBC reported that Cerebras shares fell about 10 percent after its first earnings report since its IPO, as the company forecast shrinking margins that lag peers. The guidance raised investor concerns about pricing power, input costs, and the timeline to profitability for newer AI accelerator vendors. Competitive pressure from Nvidia, AMD, and custom chips from major cloud providers continues to shape pricing and availability. Lower vendor margins can benefit buyers in the short term but may lead to allocation limits or stricter terms later. Investors will watch backlog visibility, bookings growth, and disclosure on product mix and software attach to assess when margins might stabilize. Founders should diversify suppliers, lock in capacity, and design for workload portability to protect budgets and timelines.

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