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Claude Opus 4.8: What Changed, and How I'll Test It

Opus 4.8 is not the main event. It is the model that teaches you how to work before Mythos arrives.

Karo (Product with Attitude)'s avatar
Karo (Product with Attitude)
May 28, 2026
∙ Paid
TL;DR
Claude Opus 4.8 is Anthropic’s most capable widely available model, released May 28, 2026, at the same price as Opus 4.7: $5 per million input tokens and $25 per million output tokens. The API model string is claude-opus-4-8. The headline upgrade is judgment, not raw intelligence: Anthropic says it is around four times less likely than Opus 4.7 to let flaws in its own code pass unremarked. Three things ship alongside it: effort control on claude.ai, Dynamic Workflows in Claude Code, and a Fast mode that runs at 2.5x speed for three times less than it cost on previous Opus models. Opus 4.8 is a bridge to Claude Mythos, Anthropic’s more powerful model still gated for cybersecurity reasons under Project Glasswing.

Just when I thought I’d get a calm evening with For All Mankind, Opus 4.8 happened.

I went from dynamic space missions to dynamic workflows. I adapted immediately, because my plans are dynamic too.

Here’s what changed in forty-one days.

That’s how long Opus 4.7 lasted before Anthropic moved on to Opus 4.8.

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Hey, I’m Karo Zieminski 🤗

AI Product Manager and builder.

I write Product with Attitude, an AI newsletter for thousands of subscribers developing critical AI literacy the only way it sticks: through practice.

Why trust this analysis: I’m looking at Claude Opus 4.8 from the builder’s seat: what changed, what breaks, what costs more, what needs testing, and what should not be trusted.

If you’re new here, welcome! Here’s what you might have missed:

  • I built a runaway subscribe button

  • An Illustrated Guide to Context Engineering, Prompt Engineering, and The Future of Both

  • Claude Hub

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What’s Inside

  • What Claude Opus 4.8 is and What Builders Need to Know

  • The Honesty Upgrade: Better Uncertainty Calibration

  • Dynamic Workflows in Claude Code

  • The Demo Everyone Will Cite Is Bun

  • The Benchmarks, with Caveats

  • Effort Control: High, Extra, xhigh, Max

  • Fast Mode: When Speed Helps and When It Hurts

  • When to Use What

  • Why Opus 4.8 looks like a bridge to Mythos

  • Pricing for Opus 4.8: Regular API, Fast Mode, Prompt Caching, and Batch Costs

  • Confirmed, Unconfirmed, and Still Untested

  • How I Plan to Test Opus 4.8 Next Week

  • Availability and Platform Notes

  • Final Thoughts

  • FAQ

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