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// 1h agoMODEL RELEASE
Muse Wonder Matches Opus Pricing, Teams Cost More
Meta launched Muse Wonder, its first frontier-class model, at $4 per million input tokens and $20 per million output tokens, while the stronger Wonder Full remains exclusive to Muse Code subscriptions. A Vals AI study found agent teams cost 1.8–5.1x more than single agents, with only one statistically significant improvement across 50 web apps.
// ANALYSIS
The signal is less “teams are the future” than “coordination is a metered feature”: premium models are converging on price, while orchestration can erase productivity gains.
- –Muse Wonder offers API access and OpenAI-compatible integration, but Meta keeps its strongest variant behind Muse Code subscriptions.
- –Vals found GPT 6 Sol’s medium-effort team improved scores from 77.6% to 84.9%, but costs rose from $1.22 to $3.07 per app.
- –Claude Opus 5.5 teams barely improved medium-effort results—91.2% versus 91.5%—while more than doubling cost.
- –Opus max-effort teams reached 93.2% at $122 per app, versus 89.8% at $23.77 for a single agent.
- –Teams make the most sense when work genuinely parallelizes; otherwise, developers should benchmark cost, runtime, and regression risk—not just score.
// TAGS
muse-wonderllmcoding-agentagentbenchmarkevaluationpricingapi
DISCOVERED
1h ago
2026-10-13
PUBLISHED
1h ago
2026-10-13
RELEVANCE
9/ 10
AUTHOR
michaelnemtsev
