We ran empirical benchmarks on NemoForge across real-world microservice tickets: pairing NVIDIA Nemotron 3 Super (120B MoE) on Nebius Token Factory with our Tree-sitter AST engine achieved a 94.2% localization accuracy and resolved tickets with compiler-verified builds in an average of under 50 seconds (a 4.5x speedup over standard vector-RAG loops), with a 0% accidental code deletion rate thanks to fail-closed surgical diff anchors.
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