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Artificial intelligence startup Anthropic is considering a public market entry that could value the firm at nearly $2 trillion, based on internal forecasts projecting up to $200 billion in annual revenue by 2028.
French startup Kog is taking a software-first approach to solving the AI inference bottleneck, optimizing standard datacenter GPUs from Nvidia and AMD to accelerate large language models without specialized chips.
OpenAI and AI hardware company Cerebras Systems have introduced Ultrafast Mode, a specialized API tier running GPT-5.6 Sol at up to 750 tokens per second using wafer-scale silicon.
Cerebras Systems stock fell roughly 13% after missing consensus revenue estimates in its fiscal second quarter, even as core metrics doubled and competitors across the AI hardware sector recorded strong gains.
Cerebras Systems saw its stock drop about 14% in extended trading following its second earnings report since going public in May, despite lifting its full-year core revenue outlook.
The AI chipmaker nearly doubled its offering price as investors sought another route into compute infrastructure.
