Benchmark result
Qwen3.8-Flash-Next-Dynamic-oQ5e-BF16-PLE-mtp on Apple M4 Max — 50.5 tok/s
Measured with oMLX 0.31.3 on September 14, 2026.
LLM / Model
LLM Quality Assessment
Strong 4-step plan with clear dependencies, appropriate use of web search and code-based synthesis, and good backup handling. Minor issue: Step 4 is somewhat redundant with Step 3, and the plan risks stretching exact step boundaries by embedding report content inside the planning section, but overall it is well-structured and task-aligned.
A mostly functional and polished Breakout implementation that meets most core requirements, including canvas rendering, mobile touch support, scoring, lives, restart, and win/lose states. However, the code is more elaborate than necessary, and a few collision/state-flow edge cases reduce confidence in strict spec adherence.
Highly atmospheric and character-faithful, with excellent tension and a believable reaction to Kestra. The main weakness is structural: it establishes the emotional conflict well, but does not fully complete the requested multi-turn progression or final help/refuse decision.
Strong, well-structured analysis with clear task-by-task comparisons, reasonable recommendations, and appropriate caution about confounding. The main weakness is methodological rigor: the scaling-law claims and 4T extrapolation are suggestive rather than statistically established because the data mix different model families and lack uncertainty estimates.
GPU Acceleration
Performance Metrics
Context Information
Throughput
Inference Configuration
CPU & Memory
Operating System
Submission Details
9/14/2026, 5:21:08 AM
v0.4.59+97
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