AI Tactical Toolbox

AI Tactical Toolbox

Claude Opus 4.8 dropped. The model isn't the point.

489 agents. 200 leases. 4 hours. The operating model is the point, and I'm building it in public.

Avi Hacker, J.D.'s avatar
Avi Hacker, J.D.
May 29, 2026
∙ Paid

This week, the “AI is just a chatbot” excuse died.

Anthropic released Claude Opus 4.8 and introduced Dynamic Workflows. The ability to take one large task, split it across hundreds of parallel agents, check their outputs, and return a single coordinated result.

Read that again slowly.

The model upgrade matters. Opus 4.8 is sharper and more reliable. But th…

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