Merge AI-generated code edits instantly.
AI search subagent with sub-6s searches.
Verbatim context compaction for long-running agents.
Auto-route each prompt to the best model.
393k-context model, served fast.
230B MoE for agentic workflows.
397B MoE, 262k context.
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The further you push language models from their natural output patterns, the worse they perform. Understanding why reveals fundamental truths about how these systems actually work.