Traders see 5-7 days of Claude downtime as the most likely August outcome due to Anthropic's pattern of short, intermittent service disruptions affecting its large language models. Early August incidents on the 4th and 5th, including multi-hour degraded performance across Opus 5, Sonnet 5, and related models, established a baseline of roughly two affected days so far. High 99.4% uptime over the prior 90 days and no incidents since August 5 support expectations of only moderate additional issues rather than extended outages. This skin-in-the-game consensus accounts for scaling pressures on frontier AI infrastructure while noting quick resolutions typical of recent Anthropic responses.