Recent August incidents, including multiple outages on the 24th alone affecting login, API requests, and models such as Opus 5 and Fable 5, underscore Anthropic's infrastructure strain amid rapid user and model scaling. With 90-day uptime near 99.4–99.7% yet dozens of brief degradations and errors monthly, traders see similar dynamics carrying into September absent major capacity upgrades. The tight spread between 8–10 and 11–13 days captures uncertainty over whether demand spikes or routine maintenance will push totals higher, while lower-probability extremes reflect the low chance of sustained stability or major failures. Competitive pressure from other large language model providers highlights Anthropic's edge in capability benchmarks but also its exposure to availability risks that influence enterprise adoption.