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langchain_blog · Jul 8, 2026 · news
the LangChain blogJul 8, 2026
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In brief
We tuned an Nemotron 3 Ultra's harness to match Opus 4.8's best agent run at ~8x lower cost, changing only the scaffolding around it.
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agentharness
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