Scores from different versions, task subsets, harnesses and scoring rules are not directly comparable. How results are reviewed
Documented results
24 selected tests| View ReportGeneric LLM | Laguna-XS.2 | Tool-use ladderDepth rung 1 of7; 3 profile(s) · schema-v2 / agentic-code-log-v116,453 input · 1 concurrent request | 100 %Checks passed · 3 / 3 · Tool-use checks | — | — | 2 × R9700Tensor parallel · 32 GB VRAM/GPUConfiguration
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| View ReportGeneric LLM | Qwen3.8-27B | Tool-use ladderDepth rung 1 of7; 1 profile(s) · schema-v2 / repeated-v116,784 input · 1 concurrent request | 100 %Checks passed · 1 / 1 · Tool-use checks | — | — | 2 × R9700Tensor parallel · 32 GB VRAM/GPUConfiguration
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| View ReportGeneric LLM | Laguna-XS.2 | Tool-use ladderDepth rung 2 of7; 3 profile(s) · schema-v2 / agentic-code-log-v164,673 input · 1 concurrent request | 100 %Checks passed · 3 / 3 · Tool-use checks | — | — | 2 × R9700Tensor parallel · 32 GB VRAM/GPUConfiguration
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| View ReportGeneric LLM | Qwen3.8-27B | Tool-use ladderDepth rung 2 of7; 1 profile(s) · schema-v2 / repeated-v164,373 input · 1 concurrent request | 100 %Checks passed · 1 / 1 · Tool-use checks | — | — | 2 × R9700Tensor parallel · 32 GB VRAM/GPUConfiguration
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| View ReportGeneric LLM | Laguna-XS.2 | Tool-use ladderDepth rung 3 of7; 3 profile(s) · schema-v2 / agentic-code-log-v1115,779 input · 1 concurrent request | 100 %Checks passed · 3 / 3 · Tool-use checks | — | — | 2 × R9700Tensor parallel · 32 GB VRAM/GPUConfiguration
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| View ReportGeneric LLM | Qwen3.8-27B | Tool-use ladderDepth rung 3 of7; 1 profile(s) · schema-v2 / repeated-v1115,680 input · 1 concurrent request | 100 %Checks passed · 1 / 1 · Tool-use checks | — | — | 2 × R9700Tensor parallel · 32 GB VRAM/GPUConfiguration
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| View ReportGeneric LLM | Laguna-XS.2 | Tool-use ladderDepth rung 4 of7; 3 profile(s) · schema-v2 / agentic-code-log-v1131,013 input · 1 concurrent request | 100 %Checks passed · 3 / 3 · Tool-use checks | — | — | 2 × R9700Tensor parallel · 32 GB VRAM/GPUConfiguration
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| View ReportGeneric LLM | Qwen3.8-27B | Tool-use ladderDepth rung 4 of7; 1 profile(s) · schema-v2 / repeated-v1131,019 input · 1 concurrent request | 100 %Checks passed · 1 / 1 · Tool-use checks | — | — | 2 × R9700Tensor parallel · 32 GB VRAM/GPUConfiguration
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| View ReportGeneric LLM | Laguna-XS.2 | Tool-use ladderDepth rung 5 of7; 3 profile(s) · schema-v2 / agentic-code-log-v1175,856 input · 1 concurrent request | 100 %Checks passed · 3 / 3 · Tool-use checks | — | — | 2 × R9700Tensor parallel · 32 GB VRAM/GPUConfiguration
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| View ReportGeneric LLM | Qwen3.8-27B | Tool-use ladderDepth rung 5 of7; 1 profile(s) · schema-v2 / repeated-v1175,864 input · 1 concurrent request | 100 %Checks passed · 1 / 1 · Tool-use checks | — | — | 2 × R9700Tensor parallel · 32 GB VRAM/GPUConfiguration
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| View ReportGeneric LLM | Laguna-XS.2 | Tool-use ladderDepth rung 6 of7; 3 profile(s) · schema-v2 / agentic-code-log-v1196,639 input · 1 concurrent request | 100 %Checks passed · 3 / 3 · Tool-use checks | — | — | 2 × R9700Tensor parallel · 32 GB VRAM/GPUConfiguration
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| View ReportGeneric LLM | Qwen3.8-27B | Tool-use ladderDepth rung 6 of7; 1 profile(s) · schema-v2 / repeated-v1196,560 input · 1 concurrent request | 100 %Checks passed · 1 / 1 · Tool-use checks | — | — | 2 × R9700Tensor parallel · 32 GB VRAM/GPUConfiguration
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| View ReportGeneric LLM | Laguna-XS.2 | Tool-use ladderDepth rung 7 of7; 3 profile(s) · schema-v2 / agentic-code-log-v1245,279 input · 1 concurrent request | 100 %Checks passed · 3 / 3 · Tool-use checks | — | — | 2 × R9700Tensor parallel · 32 GB VRAM/GPUConfiguration
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| View ReportGeneric LLM | Qwen3.8-27B | Tool-use ladderDepth rung 7 of7; 1 profile(s) · schema-v2 / repeated-v1245,150 input · 1 concurrent request | 100 %Checks passed · 1 / 1 · Tool-use checks | — | — | 2 × R9700Tensor parallel · 32 GB VRAM/GPUConfiguration
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| View ReportGeneric LLM | North-Mini-Code-1.0 | Tool-use ladderDepth rung 1 of7; 3 profile(s) · schema-v2 / agentic-code-log-v116,408 input · 1 concurrent request | 100 %Checks passed · 3 / 3 · Tool-use checks | — | — | 2 × R9700Tensor parallel · 32 GB VRAM/GPUConfiguration
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| View ReportGeneric LLM | Qwen3.8-27B | Tool-use ladder7 prompt depths x 1 sampling profile(s) · schema-v2 / repeated-v11 concurrent request | 100 %Checks passed · 7 / 7 · Tool-use checks | — | — | 2 × R9700Tensor parallel · 32 GB VRAM/GPUConfiguration
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| View ReportGeneric LLM | North-Mini-Code-1.0 | Tool-use ladderDepth rung 2 of7; 3 profile(s) · schema-v2 / agentic-code-log-v164,826 input · 1 concurrent request | 100 %Checks passed · 3 / 3 · Tool-use checks | — | — | 2 × R9700Tensor parallel · 32 GB VRAM/GPUConfiguration
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| View ReportGeneric LLM | North-Mini-Code-1.0 | Tool-use ladderDepth rung 3 of7; 3 profile(s) · schema-v2 / agentic-code-log-v1115,747 input · 1 concurrent request | 100 %Checks passed · 3 / 3 · Tool-use checks | — | — | 2 × R9700Tensor parallel · 32 GB VRAM/GPUConfiguration
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| View ReportGeneric LLM | North-Mini-Code-1.0 | Tool-use ladderDepth rung 4 of7; 3 profile(s) · schema-v2 / agentic-code-log-v1131,013 input · 1 concurrent request | 100 %Checks passed · 3 / 3 · Tool-use checks | — | — | 2 × R9700Tensor parallel · 32 GB VRAM/GPUConfiguration
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| View ReportGeneric LLM | North-Mini-Code-1.0 | Tool-use ladderDepth rung 5 of7; 3 profile(s) · schema-v2 / agentic-code-log-v1175,942 input · 1 concurrent request | 100 %Checks passed · 3 / 3 · Tool-use checks | — | — | 2 × R9700Tensor parallel · 32 GB VRAM/GPUConfiguration
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| View ReportGeneric LLM | North-Mini-Code-1.0 | Tool-use ladderDepth rung 6 of7; 3 profile(s) · schema-v2 / agentic-code-log-v1196,623 input · 1 concurrent request | 100 %Checks passed · 3 / 3 · Tool-use checks | — | — | 2 × R9700Tensor parallel · 32 GB VRAM/GPUConfiguration
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| View ReportGeneric LLM | North-Mini-Code-1.0 | Tool-use ladderDepth rung 7 of7; 3 profile(s) · schema-v2 / agentic-code-log-v1245,172 input · 1 concurrent request | 100 %Checks passed · 3 / 3 · Tool-use checks | — | — | 2 × R9700Tensor parallel · 32 GB VRAM/GPUConfiguration
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| View ReportGeneric LLM | Laguna-XS.2 | Tool-use ladder7 prompt depths x 3 sampling profile(s) · schema-v2 / agentic-code-log-v11 concurrent request | 100 %Checks passed · 21 / 21 · Tool-use checks | — | — | 2 × R9700Tensor parallel · 32 GB VRAM/GPUConfiguration
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| View ReportGeneric LLM | North-Mini-Code-1.0 | Tool-use ladder7 prompt depths x 3 sampling profile(s) · schema-v2 / agentic-code-log-v11 concurrent request | 100 %Checks passed · 21 / 21 · Tool-use checks | — | — | 2 × R9700Tensor parallel · 32 GB VRAM/GPUConfiguration
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Versions and harnesses
Versions: Not reported
Harnesses: probe_256k_tooluse.py
This is a selection across sources, not a ranking or a matched experiment. Reading benchmark reports
GPU benchmark pages: R9700