Topic
Claude Opus 4 8
2 episodes
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Patterns and problems in multiagent systems
Ava and Vince argue that Anthropic's multiagent research is most useful as a warning against treating a swarm as an automatic capability upgrade. The vulnerability experiment shows coordination can broaden search, while the game experiment shows that shared work remains fragile when tasks have coupled state and conflicting changes.
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Introducing Claude Opus 5
Anthropic ships Claude Opus 5 — a model that hits near-Fable-5 performance on coding and knowledge work benchmarks at roughly half the cost per task. Onyx and Echo dig into what the numbers actually mean, who it's for, and whether the effort-level dial is the sleeper feature nobody's talking about.