LLM Benchmark Analysis 2024
-- 231 automated tests reveal clear performance tiers, surprising failures, and critical insights for production use. -
-Executive Summary
-Overall Performance Ranking
-Critical Failure Analysis
-- Scrypt Hash Test: 4 models failed due to incorrect library imports or parameter handling.
-The CDN Import Challenge
-- The scrypt test proved particularly challenging, with only 4 of 8 models passing. The failures reveal a critical gap in LLM knowledge: correct library import paths for browser environments. -
-Library-Specific Knowledge -
- Models that used cdn.skypack.dev or incorrect version paths consistently failed.
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Performance Insights
-Key Findings
-- For production-grade code generation: Claude Opus 4.5 at TEMP 0.7 remains the most reliable choice across diverse coding challenges.
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