---
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