Benchmark result
Nex-N2.5-mini-MLX-4bit on Apple M5 Max — 133.6 tok/s
Measured with oMLX 0.31.3 on September 12, 2026.
LLM / Model
LLM Quality Assessment
The plan is logically structured, uses exactly four steps, and cleanly maps to the report requirements. It decomposes the task well and includes a reasonable backup strategy. Tool choice is mostly appropriate, but read_file and execute_code are not strongly justified given the task can be completed largely via web sources and manual synthesis, and the response goes beyond planning by including detailed benchmark content.
A strong, mostly complete Breakout implementation with mobile controls, scoring, lives, restart flow, and canvas rendering. The main weaknesses are a few collision edge cases and a minor deliverable-format issue from the surrounding response text.
The response captures Aldwyn's haunted restraint, caution, and hidden grief very well, with vivid atmosphere and authentic voice. However, it only presents an opening beat rather than the full requested arc, so the narrative progression is incomplete.
Strong and mostly accurate analysis with clear task-by-task calculations, good comparative interpretation, and actionable recommendations. The main weaknesses are that the scaling claims rest on a very small, heterogeneous dataset and the extrapolation is necessarily uncertain.
GPU Acceleration
Performance Metrics
Context Information
Throughput
Inference Configuration
CPU & Memory
Operating System
Submission Details
9/12/2026, 10:27:24 AM
v0.4.59+97
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