Recent incidents underscore Anthropic's ongoing infrastructure strain as demand for Claude large language models grows. A credit-balance delay disrupted the API and console for roughly two hours on October 1, following an elevated-error outage across claude.ai, Code, Cowork, and the API on September 29 that lasted about two hours. Status trackers show dozens of incidents in the prior 90 days, with median durations near one hour and 90-day uptime hovering around 99.4–99.8 percent across components. Traders view these short but recurring events—driven by scaling, load-balancing, and billing issues—as likely to produce multiple affected days in October, creating tight competition between the 5–7 and 8–10 outcome buckets amid inherent uncertainty in AI service reliability.