AnalysisAI ModelsJuly 8, 2026

Tuning the harness, not the model: a Nemotron 3 Ultra playbook

Tuned Nemotron 3 Ultra's harness to match Opus 4.8's best agent run at ~8x lower cost. Focused on scaffolding changes, not model fine-tuning. Demonstrates significant cost savings in agent performance.

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