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Opus 4.8 Made Claude Smarter. Token Discipline Got Urgent.

7.8 relevance
Score Breakdown
technical depth
6
novelty
7
actionability
7
community
5
strategic
8
personal
9

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Claude model update with token discipline insights, directly relevant to AI development.

AI/ML thenewstack.io
Opus 4.8 Made Claude Smarter. Token Discipline Got Urgent.
Summary

Anthropic's Opus 4.8 boosts intelligence and introduces dynamic workflows that can spawn hundreds of parallel subagents, each consuming tokens at standard rates, making cost control urgent. A viral test showed Opus 4.8 at max effort used 16.5M tokens ($17.26) on a task GPT-5.5 handled with 5.9M ($5.57). The new effort control lets engineers cap thinking, but token discipline—choosing the right model and token budget—is now the critical skill to avoid budget blowouts.

Author

Matthew Burns

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