Smaller Bites, Bigger Meals: What We Learned Running Opus 4.7 in Offensive Workflows
xbow.com | blog | #ai-security | #benchmark | #offensive-security | #workflow | #ai-models | #opus-4-7
Summary
XBOW's early access to Opus 4.7: fewer findings at fixed completions initially, because the model works in smaller, more careful steps; the approach pays off with the right workflow structure.
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--- id: 5173 title: "Smaller Bites, Bigger Meals: What We Learned Running Opus 4.7 in Offensive Workflows" source_domain: xbow.com source_url: "https://xbow.com/blog/anthropic-opus4-7-first-look" published_at: "2026-04-16T14:00:25Z" tags: ["ai-security", "benchmark", "offensive-security", "workflow", "ai-models", "opus-4-7"] phying_url: "https://phying.com/item/5173" lang: en --- # Smaller Bites, Bigger Meals: What We Learned Running Opus 4.7 in Offensive Workflows ## Summary XBOW's early access to Opus 4.7: fewer findings at fixed completions initially, because the model works in smaller, more careful steps; the approach pays off with the right workflow structure. ## Intelligence Metadata - **Sources:** xbow.com - **Published:** 2026-04-16T14:00:25Z - **Original:** https://xbow.com/blog/anthropic-opus4-7-first-look - **Phying News:** https://phying.com/item/5173