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Anthropic's Opus 4.8 launch is not just another benchmark bump. The useful story is honesty, effort control, cheaper fast mode, and Claude Code workflows that can fan out across hundreds of subagents.
Anthropic explained visible pricing confusion as a small test, but developers heard a warning to keep an exit ramp. Pricing stability is rollout infrastructure for coding tools.
Anthropic's brief pricing confusion around Claude Code was quickly resolved, but developers reacted by doing what they always do: looking for the exit.
Anthropic’s Claude Code drops the agent directly into the terminal, proving that the real test of AI is safely navigating a messy codebase.