Jackrong/Qwopus3.6-27B-v2-MTP-GGUF overview

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library_name: transformers

base_model:

• Qwen/Qwen3.6-27B

tags:

• gguf
• llama.cpp
• image-text-to-text
• vision
• multimodal
• text-generation-inference
• transformers
• unsloth
• conversational
• mtp
• multi-token-prediction
• speculative-decoding
• qwen3_6
• reasoning
• chain-of-thought
• lora
• sft
• agent
• coder
• devops
• math
• science
• image
• tool-use
• function-calling
• long-context

license: apache-2.0

language:

• en
• zh
• ko
• ru
• ja
• es

pipeline_tag: image-text-to-text

datasets:

• Jackrong/Claude-opus-4.7-TraceInversion-5000x
• Jackrong/Claude-opus-4.6-TraceInversion-9000x

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<h1 style="margin: 0; font-size: 26px; font-weight: 800; display: flex; align-items: center; gap: 12px; color: white; border: none;">🪐 Qwopus3.6-27B-v2-MTP</h1>

<span style="background: #10b981; color: white; font-size: 11px; font-weight: 700; padding: 4px 10px; border-radius: 20px; text-transform: uppercase; letter-spacing: 0.5px;">MTP Release</span>

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<p style="margin: 8px 0 0 0; font-size: 14px; color: #ddd6fe; font-weight: 500;">Multi-Token Prediction reasoning model fine-tuned from Qwen3.6-27B</p>

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<span style="background: #f3e8ff; color: #6b21a8; font-size: 11px; font-weight: 700; padding: 4px 10px; border-radius: 20px; border: 1px solid #e9d5ff;">🧬 Trace Inversion & Negentropy</span>

<span style="background: #dbeafe; color: #1e40af; font-size: 11px; font-weight: 700; padding: 4px 10px; border-radius: 20px; border: 1px solid #bfdbfe;">🧠 27B Parameters</span>

<span style="background: #e0f2fe; color: #0369a1; font-size: 11px; font-weight: 700; padding: 4px 10px; border-radius: 20px; border: 1px solid #bae6fd;">⚡ Speculative Decoding</span>

<span style="background: #d1fae5; color: #065f46; font-size: 11px; font-weight: 700; padding: 4px 10px; border-radius: 20px; border: 1px solid #a7f3d0;">🛠️ Coding / DevOps / Math</span>

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<h3 style="margin: 0 0 8px 0; font-size: 15px; color: #6d28d9; font-weight: 700; display: flex; align-items: center; gap: 6px;"><span>💡</span> What is Qwopus3.6-27B-v2-MTP?</h3>

<p style="margin: 0; font-size: 13px; color: #334155; line-height: 1.7;">🪐 <b>Qwopus3.6-27B-v2-MTP</b> is a speed-oriented reasoning release built on top of <b>Qwen3.6-27B</b>. It keeps the Qwopus line's focus on reconstructed reasoning traces, coding discipline, DevOps procedures, and mathematical derivations, while adding <b>Multi-Token Prediction</b> for faster generation. The goal is simple: preserve the depth and structure of a 27B reasoning model while making real interactive use noticeably faster.</p>

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<div style="border: 1px solid #e2e8f0; padding: 14px; border-radius: 8px; background: #fafafa; box-shadow: inset 0 2px 4px rgba(0,0,0,0.02);"><span style="font-weight: 700; color: #6b21a8; font-size: 12px; display: block; margin-bottom: 6px; text-transform: uppercase; letter-spacing: 0.5px;">⚡ MTP Decoding</span><span style="font-size: 13px; color: #4b5563; line-height: 1.5;">Auxiliary future-token prediction improves throughput on long reasoning, code, math, and strict-format prompts.</span></div>

<div style="border: 1px solid #e2e8f0; padding: 14px; border-radius: 8px; background: #fafafa; box-shadow: inset 0 2px 4px rgba(0,0,0,0.02);"><span style="font-weight: 700; color: #6b21a8; font-size: 12px; display: block; margin-bottom: 6px; text-transform: uppercase; letter-spacing: 0.5px;">🧩 Structured Reasoning</span><span style="font-size: 13px; color: #4b5563; line-height: 1.5;">Inherits the Qwopus training recipe built around reconstructed step-by-step reasoning trajectories.</span></div>

<div style="border: 1px solid #e2e8f0; padding: 14px; border-radius: 8px; background: #fafafa; box-shadow: inset 0 2px 4px rgba(0,0,0,0.02);"><span style="font-weight: 700; color: #6b21a8; font-size: 12px; display: block; margin-bottom: 6px; text-transform: uppercase; letter-spacing: 0.5px;">🧪 GB10 Tested</span><span style="font-size: 13px; color: #4b5563; line-height: 1.5;">Validated on a 30-question local benchmark across Logic, Coding, DevOps, Math, and Edge tasks.</span></div>

<div style="border: 1px solid #e2e8f0; padding: 14px; border-radius: 8px; background: #fafafa; box-shadow: inset 0 2px 4px rgba(0,0,0,0.02);"><span style="font-weight: 700; color: #6b21a8; font-size: 12px; display: block; margin-bottom: 6px; text-transform: uppercase; letter-spacing: 0.5px;">🚀 Practical Speed</span><span style="font-size: 13px; color: #4b5563; line-height: 1.5;">Designed for workflows where strong answers matter, but waiting several extra minutes per task does not.</span></div>

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💡 1. Base Model, Training Library & Cooperation

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<p style="margin: 0 0 16px 0; font-size: 13px; color: #334155; line-height: 1.7;"><b>Qwen3.6-27B</b> provides the dense 27B foundation for this release. Qwopus3.6-27B-v2-MTP focuses on preserving the base model's broad reasoning capability while tuning the output style toward stepwise analysis, tool-aware execution, and practical engineering answers.</p>

<table style="width: 100%; border-collapse: collapse; font-family: inherit; font-size: 13px;"><thead><tr style="background: rgba(124, 58, 237, 0.05);"><th style="padding: 8px 10px; border-bottom: 2px solid #7c3aed; text-align: left; color: #7c3aed; font-weight: bold; width: 30%;">Attribute</th><th style="padding: 8px 10px; border-bottom: 2px solid #7c3aed; text-align: left;">Specifications & Details</th></tr></thead><tbody>

<tr><td style="padding: 8px 10px; border-bottom: 1px solid rgba(128,128,128,0.15); font-weight: bold;">🧠 Architecture</td><td style="padding: 8px 10px; border-bottom: 1px solid rgba(128,128,128,0.15);">Dense Transformer / 27 Billion Parameters</td></tr>

<tr><td style="padding: 8px 10px; border-bottom: 1px solid rgba(128,128,128,0.15); font-weight: bold;">🎯 Focus Domains</td><td style="padding: 8px 10px; border-bottom: 1px solid rgba(128,128,128,0.15);">Agentic Coding, DevOps, structured logic, mathematics, and strict-format output</td></tr>

<tr><td style="padding: 8px 10px; border-bottom: 1px solid rgba(128,128,128,0.15); font-weight: bold;">⚡ MTP Objective</td><td style="padding: 8px 10px; border-bottom: 1px solid rgba(128,128,128,0.15);">Improve generation throughput through multi-token speculative prediction while retaining final-answer quality.</td></tr>

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<div style="background: linear-gradient(135deg, #10b981 0%, #047857 100%); padding: 12px 16px; color: white; font-weight: 700; font-size: 14px; display: flex; align-items: center; gap: 8px;"><span>🧪</span> 1.2 Hardware Cooperation & Joint Collaboration</div>

<div style="padding: 16px; font-size: 13px; color: #334155; line-height: 1.7;">This project is built in close collaboration with hardware engineer <b>Kyle Hessling</b>, whose infrastructure and training support helped make stable 27B-scale experimentation possible.<div style="margin-top: 10px; display: flex; align-items: center; gap: 6px;"><span>👉</span><span>You can follow him for hardware and model training updates on X / Twitter: <a href="https://x.com/KyleHessling1" target="_blank" style="color: #047857; text-decoration: none; font-weight: 700;">@KyleHessling1</a></span></div></div>

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<div style="padding: 16px; font-size: 13px; color: #334155; line-height: 1.7;">The model training workflow is accelerated and memory-optimized with <b>Unsloth</b>. Special thanks to the Unsloth team for making efficient large-model fine-tuning more accessible.<div style="margin-top: 10px; display: flex; align-items: center; gap: 6px;"><span>👉</span><span>Documentation and fine-tuning guidance: <a href="https://unsloth.ai/docs" target="_blank" style="color: #7c3aed; text-decoration: none; font-weight: 700;">unsloth.ai/docs</a></span></div></div>

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This release features a custom splitting and merging methodology designed specifically for Qwen series Multi-Token Prediction (MTP) heads. The automation skill and complete processing pipeline scripts are open-sourced in <a href="https://github.com/R6410418/Jackrong-llm-finetuning-guide/tree/main/qwen-mtp-gguf" target="_blank" style="color: #0284c7; text-decoration: none; font-weight: 700;">qwen-mtp-gguf</a>.

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<span>🌟</span><span>If you find this toolkit helpful, please support the project by leaving a star on GitHub!</span>

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> [!WARNING]

> Community Release Notice: Qwopus3.6-27B-v2-MTP is an experimental community release intended for research, evaluation, and workflow exploration.

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🚀 2. MTP Benchmark: Qwen3.6-27B vs Qwopus3.6-27B-v2-MTP

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<div style="background: linear-gradient(135deg, #7c3aed 0%, #4c1d95 100%); color: white; padding: 16px 20px; font-weight: 800; font-size: 16px;">Performance Snapshot</div>

<div style="padding: 18px 20px; color: #334155; font-size: 13px; line-height: 1.7;">Across a 30-question benchmark covering <b>Logic, Coding, DevOps, Math, and Edge-format tasks</b>, Qwopus3.6-27B-v2-MTP delivers a clear speed advantage over Qwen3.6-27B while producing a more compact overall answer stream. The benchmark is not just a raw throughput test: it includes long coding prompts, operational runbooks, math derivations, and strict constrained-output cases.</div>

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<div style="border:1px solid #ddd6fe; border-radius:10px; padding:14px; background:#faf5ff;"><div style="font-size:11px; color:#6d28d9; font-weight:800; text-transform:uppercase;">Overall Throughput</div><div style="font-size:24px; color:#7c3aed; font-weight:900; margin-top:4px;">10.46 T/s</div><div style="font-size:12px; color:#475569;">1.66x vs Qwen3.6-27B</div></div>

<div style="border:1px solid #bbf7d0; border-radius:10px; padding:14px; background:#f0fdf4;"><div style="font-size:11px; color:#15803d; font-weight:800; text-transform:uppercase;">Latency Saved</div><div style="font-size:24px; color:#16a34a; font-weight:900; margin-top:4px;">2.34 h</div><div style="font-size:12px; color:#475569;">56.5% total time reduction</div></div>

<div style="border:1px solid #fed7aa; border-radius:10px; padding:14px; background:#fff7ed;"><div style="font-size:11px; color:#c2410c; font-weight:800; text-transform:uppercase;">Token Efficiency</div><div style="font-size:24px; color:#ea580c; font-weight:900; margin-top:4px;">-27.7%</div><div style="font-size:12px; color:#475569;">fewer completion tokens overall</div></div>

<div style="border:1px solid #bae6fd; border-radius:10px; padding:14px; background:#f0f9ff;"><div style="font-size:11px; color:#0369a1; font-weight:800; text-transform:uppercase;">Coverage</div><div style="font-size:24px; color:#0284c7; font-weight:900; margin-top:4px;">30 / 30</div><div style="font-size:12px; color:#475569;">all benchmark prompts completed</div></div>

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• Speed: Qwopus3.6-27B-v2-MTP reaches 10.46 overall tokens/sec, compared with 6.29 tokens/sec for Qwen3.6-27B.
• Latency: total evaluation time drops from 14,901.69s to 6,487.81s, saving 8,413.88s across the full run.
• Output shape: MTP produces 67,862 completion tokens versus 93,802 from Qwen3.6-27B, giving a more compact overall response profile.

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⚙️ 3. Test Environment & Configuration

• Compute platform: GB10 dedicated server platform.
• Evaluation format: same local GGUF server stack for both models.
• llama-server total context: 49152.
• Temperature / Top-p: 1.0 / 0.95.
• Max generated tokens: no explicit cap; generation is bounded by the request budget.
• Request format: /v1/chat/completions with user content as text payload.

<table style="width:100%; border-collapse:collapse; font-family:-apple-system,BlinkMacSystemFont,'Segoe UI',Roboto,Helvetica,Arial,sans-serif; margin:16px 0; border:1px solid #cbd5e1; border-radius:12px; overflow:hidden; box-shadow:0 6px 14px rgba(15,23,42,0.05);"><thead><tr><th colspan="6" style="padding:9px 10px; border-bottom:1px solid #ddd6fe; background:rgba(124,58,237,0.06); color:#6d28d9; font-size:12px; font-weight:800; text-align:center;; text-align:left; font-size:14px;">Benchmark Summary: Qwen3.6-27B vs Qwopus3.6-27B-v2-MTP</th></tr><tr><th style="padding:9px 10px; border-bottom:1px solid #ddd6fe; background:rgba(124,58,237,0.06); color:#6d28d9; font-size:12px; font-weight:800; text-align:center;">Model</th><th style="padding:9px 10px; border-bottom:1px solid #ddd6fe; background:rgba(124,58,237,0.06); color:#6d28d9; font-size:12px; font-weight:800; text-align:center;">Completed</th><th style="padding:9px 10px; border-bottom:1px solid #ddd6fe; background:rgba(124,58,237,0.06); color:#6d28d9; font-size:12px; font-weight:800; text-align:center;">Avg Speed</th><th style="padding:9px 10px; border-bottom:1px solid #ddd6fe; background:rgba(124,58,237,0.06); color:#6d28d9; font-size:12px; font-weight:800; text-align:center;">Overall T/s</th><th style="padding:9px 10px; border-bottom:1px solid #ddd6fe; background:rgba(124,58,237,0.06); color:#6d28d9; font-size:12px; font-weight:800; text-align:center;">Completion Tokens</th><th style="padding:9px 10px; border-bottom:1px solid #ddd6fe; background:rgba(124,58,237,0.06); color:#6d28d9; font-size:12px; font-weight:800; text-align:center;">Total Time</th></tr></thead><tbody><tr><td style="padding:8px 10px; border-bottom:1px solid rgba(148,163,184,0.22); font-size:12px; color:#334155; text-align:left; vertical-align:top;">Qwen3.6-27B</td><td style="padding:8px 10px; border-bottom:1px solid rgba(148,163,184,0.22); font-size:12px; color:#334155; text-align:center; vertical-align:top;">30</td><td style="padding:8px 10px; border-bottom:1px solid rgba(148,163,184,0.22); font-size:12px; color:#334155; text-align:center; vertical-align:top;">6.32</td><td style="padding:8px 10px; border-bottom:1px solid rgba(148,163,184,0.22); font-size:12px; color:#334155; text-align:center; vertical-align:top;">6.29</td><td style="padding:8px 10px; border-bottom:1px solid rgba(148,163,184,0.22); font-size:12px; color:#334155; text-align:center; vertical-align:top;">93,802</td><td style="padding:8px 10px; border-bottom:1px solid rgba(148,163,184,0.22); font-size:12px; color:#334155; text-align:center; vertical-align:top;">14,901.69s</td></tr><tr><td style="padding:8px 10px; border-bottom:1px solid rgba(148,163,184,0.22); font-size:12px; color:#334155; text-align:left; vertical-align:top; color:#6d28d9; font-weight:800;">Qwopus3.6-27B-v2-MTP</td><td style="padding:8px 10px; border-bottom:1px solid rgba(148,163,184,0.22); font-size:12px; color:#334155; text-align:center; vertical-align:top; color:#7c3aed; font-weight:800; background:rgba(245,243,255,0.45);">30</td><td style="padding:8px 10px; border-bottom:1px solid rgba(148,163,184,0.22); font-size:12px; color:#334155; text-align:center; vertical-align:top; color:#7c3aed; font-weight:800; background:rgba(245,243,255,0.45);">10.66</td><td style="padding:8px 10px; border-bottom:1px solid rgba(148,163,184,0.22); font-size:12px; color:#334155; text-align:center; vertical-align:top; color:#7c3aed; font-weight:800; background:rgba(245,243,255,0.45);">10.46</td><td style="padding:8px 10px; border-bottom:1px solid rgba(148,163,184,0.22); font-size:12px; color:#334155; text-align:center; vertical-align:top; color:#7c3aed; font-weight:800; background:rgba(245,243,255,0.45);">67,862</td><td style="padding:8px 10px; border-bottom:1px solid rgba(148,163,184,0.22); font-size:12px; color:#334155; text-align:center; vertical-align:top; color:#7c3aed; font-weight:800; background:rgba(245,243,255,0.45);">6,487.81s</td></tr></tbody></table>

<table style="width:100%; border-collapse:collapse; font-family:-apple-system,BlinkMacSystemFont,'Segoe UI',Roboto,Helvetica,Arial,sans-serif; margin:16px 0; border:1px solid #cbd5e1; border-radius:12px; overflow:hidden; box-shadow:0 6px 14px rgba(15,23,42,0.05);"><thead><tr><th colspan="8" style="padding:9px 10px; border-bottom:1px solid #ddd6fe; background:rgba(124,58,237,0.06); color:#6d28d9; font-size:12px; font-weight:800; text-align:center;; text-align:left; font-size:14px;">Domain-Level Performance</th></tr><tr><th style="padding:9px 10px; border-bottom:1px solid #ddd6fe; background:rgba(124,58,237,0.06); color:#6d28d9; font-size:12px; font-weight:800; text-align:center;">Domain</th><th style="padding:9px 10px; border-bottom:1px solid #ddd6fe; background:rgba(124,58,237,0.06); color:#6d28d9; font-size:12px; font-weight:800; text-align:center;">Questions</th><th style="padding:9px 10px; border-bottom:1px solid #ddd6fe; background:rgba(124,58,237,0.06); color:#6d28d9; font-size:12px; font-weight:800; text-align:center;">Qwen3.6-27B T/s</th><th style="padding:9px 10px; border-bottom:1px solid #ddd6fe; background:rgba(124,58,237,0.06); color:#6d28d9; font-size:12px; font-weight:800; text-align:center;">MTP T/s</th><th style="padding:9px 10px; border-bottom:1px solid #ddd6fe; background:rgba(124,58,237,0.06); color:#6d28d9; font-size:12px; font-weight:800; text-align:center;">Latency Gain</th><th style="padding:9px 10px; border-bottom:1px solid #ddd6fe; background:rgba(124,58,237,0.06); color:#6d28d9; font-size:12px; font-weight:800; text-align:center;">Qwen3.6-27B Time</th><th style="padding:9px 10px; border-bottom:1px solid #ddd6fe; background:rgba(124,58,237,0.06); color:#6d28d9; font-size:12px; font-weight:800; text-align:center;">MTP Time</th><th style="padding:9px 10px; border-bottom:1px solid #ddd6fe; background:rgba(124,58,237,0.06); color:#6d28d9; font-size:12px; font-weight:800; text-align:center;">Token Delta</th></tr></thead><tbody><tr><td style="padding:8px 10px; border-bottom:1px solid rgba(148,163,184,0.22); font-size:12px; color:#334155; text-align:left; vertical-align:top;">Logic</td><td style="padding:8px 10px; border-bottom:1px solid rgba(148,163,184,0.22); font-size:12px; color:#334155; text-align:center; vertical-align:top;">5</td><td style="padding:8px 10px; border-bottom:1px solid rgba(148,163,184,0.22); font-size:12px; color:#334155; text-align:center; vertical-align:top;">6.33</td><td style="padding:8px 10px; border-bottom:1px solid rgba(148,163,184,0.22); font-size:12px; color:#334155; text-align:center; vertical-align:top; color:#7c3aed; font-weight:800; background:rgba(245,243,255,0.45);">10.77</td><td style="padding:8px 10px; border-bottom:1px solid rgba(148,163,184,0.22); font-size:12px; color:#334155; text-align:center; vertical-align:top; color:#7c3aed; font-weight:800; background:rgba(245,243,255,0.45);">2.31x</td><td style="padding:8px 10px; border-bottom:1px solid rgba(148,163,184,0.22); font-size:12px; color:#334155; text-align:center; vertical-align:top;">38.5 min</td><td style="padding:8px 10px; border-bottom:1px solid rgba(148,163,184,0.22); font-size:12px; color:#334155; text-align:center; vertical-align:top; color:#7c3aed; font-weight:800; background:rgba(245,243,255,0.45);">16.7 min</td><td style="padding:8px 10px; border-bottom:1px solid rgba(148,163,184,0.22); font-size:12px; color:#334155; text-align:center; vertical-align:top; color:#7c3aed; font-weight:800; background:rgba(245,243,255,0.45);">-26.3%</td></tr><tr><td style="padding:8px 10px; border-bottom:1px solid rgba(148,163,184,0.22); font-size:12px; color:#334155; text-align:left; vertical-align:top;">Coding</td><td style="padding:8px 10px; border-bottom:1px solid rgba(148,163,184,0.22); font-size:12px; color:#334155; text-align:center; vertical-align:top;">7</td><td style="padding:8px 10px; border-bottom:1px solid rgba(148,163,184,0.22); font-size:12px; color:#334155; text-align:center; vertical-align:top;">6.26</td><td style="padding:8px 10px; border-bottom:1px solid rgba(148,163,184,0.22); font-size:12px; color:#334155; text-align:center; vertical-align:top; color:#7c3aed; font-weight:800; background:rgba(245,243,255,0.45);">10.27</td><td style="padding:8px 10px; border-bottom:1px solid rgba(148,163,184,0.22); font-size:12px; color:#334155; text-align:center; vertical-align:top; color:#7c3aed; font-weight:800; background:rgba(245,243,255,0.45);">2.25x</td><td style="padding:8px 10px; border-bottom:1px solid rgba(148,163,184,0.22); font-size:12px; color:#334155; text-align:center; vertical-align:top;">1.52 h</td><td style="padding:8px 10px; border-bottom:1px solid rgba(148,163,184,0.22); font-size:12px; color:#334155; text-align:center; vertical-align:top; color:#7c3aed; font-weight:800; background:rgba(245,243,255,0.45);">40.6 min</td><td style="padding:8px 10px; border-bottom:1px solid rgba(148,163,184,0.22); font-size:12px; color:#334155; text-align:center; vertical-align:top; color:#7c3aed; font-weight:800; background:rgba(245,243,255,0.45);">-27.3%</td></tr><tr><td style="padding:8px 10px; border-bottom:1px solid rgba(148,163,184,0.22); font-size:12px; color:#334155; text-align:left; vertical-align:top;">DevOps</td><td style="padding:8px 10px; border-bottom:1px solid rgba(148,163,184,0.22); font-size:12px; color:#334155; text-align:center; vertical-align:top;">6</td><td style="padding:8px 10px; border-bottom:1px solid rgba(148,163,184,0.22); font-size:12px; color:#334155; text-align:center; vertical-align:top;">6.29</td><td style="padding:8px 10px; border-bottom:1px solid rgba(148,163,184,0.22); font-size:12px; color:#334155; text-align:center; vertical-align:top; color:#7c3aed; font-weight:800; background:rgba(245,243,255,0.45);">10.39</td><td style="padding:8px 10px; border-bottom:1px solid rgba(148,163,184,0.22); font-size:12px; color:#334155; text-align:center; vertical-align:top; color:#7c3aed; font-weight:800; background:rgba(245,243,255,0.45);">2.31x</td><td style="padding:8px 10px; border-bottom:1px solid rgba(148,163,184,0.22); font-size:12px; color:#334155; text-align:center; vertical-align:top;">47.4 min</td><td style="padding:8px 10px; border-bottom:1px solid rgba(148,163,184,0.22); font-size:12px; color:#334155; text-align:center; vertical-align:top; color:#7c3aed; font-weight:800; background:rgba(245,243,255,0.45);">20.5 min</td><td style="padding:8px 10px; border-bottom:1px solid rgba(148,163,184,0.22); font-size:12px; color:#334155; text-align:center; vertical-align:top; color:#7c3aed; font-weight:800; background:rgba(245,243,255,0.45);">-28.5%</td></tr><tr><td style="padding:8px 10px; border-bottom:1px solid rgba(148,163,184,0.22); font-size:12px; color:#334155; text-align:left; vertical-align:top;">Math</td><td style="padding:8px 10px; border-bottom:1px solid rgba(148,163,184,0.22); font-size:12px; color:#334155; text-align:center; vertical-align:top;">8</td><td style="padding:8px 10px; border-bottom:1px solid rgba(148,163,184,0.22); font-size:12px; color:#334155; text-align:center; vertical-align:top;">6.29</td><td style="padding:8px 10px; border-bottom:1px solid rgba(148,163,184,0.22); font-size:12px; color:#334155; text-align:center; vertical-align:top; color:#7c3aed; font-weight:800; background:rgba(245,243,255,0.45);">11.00</td><td style="padding:8px 10px; border-bottom:1px solid rgba(148,163,184,0.22); font-size:12px; color:#334155; text-align:center; vertical-align:top; color:#7c3aed; font-weight:800; background:rgba(245,243,255,0.45);">2.35x</td><td style="padding:8px 10px; border-bottom:1px solid rgba(148,163,184,0.22); font-size:12px; color:#334155; text-align:center; vertical-align:top;">1.01 h</td><td style="padding:8px 10px; border-bottom:1px solid rgba(148,163,184,0.22); font-size:12px; color:#334155; text-align:center; vertical-align:top; color:#7c3aed; font-weight:800; background:rgba(245,243,255,0.45);">25.8 min</td><td style="padding:8px 10px; border-bottom:1px solid rgba(148,163,184,0.22); font-size:12px; color:#334155; text-align:center; vertical-align:top; color:#7c3aed; font-weight:800; background:rgba(245,243,255,0.45);">-25.6%</td></tr><tr><td style="padding:8px 10px; border-bottom:1px solid rgba(148,163,184,0.22); font-size:12px; color:#334155; text-align:left; vertical-align:top;">Edge</td><td style="padding:8px 10px; border-bottom:1px solid rgba(148,163,184,0.22); font-size:12px; color:#334155; text-align:center; vertical-align:top;">4</td><td style="padding:8px 10px; border-bottom:1px solid rgba(148,163,184,0.22); font-size:12px; color:#334155; text-align:center; vertical-align:top;">6.48</td><td style="padding:8px 10px; border-bottom:1px solid rgba(148,163,184,0.22); font-size:12px; color:#334155; text-align:center; vertical-align:top; color:#7c3aed; font-weight:800; background:rgba(245,243,255,0.45);">8.28</td><td style="padding:8px 10px; border-bottom:1px solid rgba(148,163,184,0.22); font-size:12px; color:#334155; text-align:center; vertical-align:top; color:#7c3aed; font-weight:800; background:rgba(245,243,255,0.45);">2.27x</td><td style="padding:8px 10px; border-bottom:1px solid rgba(148,163,184,0.22); font-size:12px; color:#334155; text-align:center; vertical-align:top;">10.3 min</td><td style="padding:8px 10px; border-bottom:1px solid rgba(148,163,184,0.22); font-size:12px; color:#334155; text-align:center; vertical-align:top; color:#7c3aed; font-weight:800; background:rgba(245,243,255,0.45);">4.5 min</td><td style="padding:8px 10px; border-bottom:1px solid rgba(148,163,184,0.22); font-size:12px; color:#334155; text-align:center; vertical-align:top; color:#7c3aed; font-weight:800; background:rgba(245,243,255,0.45);">-43.6%</td></tr></tbody></table>

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📊 4. Full 30-Question Comparison

<div style="font-family: -apple-system, BlinkMacSystemFont, 'Segoe UI', Roboto, sans-serif; border: 1px solid #ddd6fe; border-radius: 12px; background: #faf5ff; padding: 16px; margin: 16px 0; color: #334155; font-size: 13px; line-height: 1.7;">

The table below keeps the benchmark concrete: every row compares the base Qwen3.6-27B run against the Qwopus MTP run on the same prompt. The strongest improvements appear in strict output, probability, DevOps configuration, and medium-length coding tasks, while a few prompts intentionally produce more detailed MTP answers.

</div>

<div style="overflow-x: auto; max-width: 100%; -webkit-overflow-scrolling: touch; border: 1px solid #cbd5e1; border-radius: 12px; box-shadow: 0 6px 14px rgba(15,23,42,0.05); margin: 16px 0;"><table style="width: 100%; min-width: 1100px; border-collapse: collapse; font-family: -apple-system,BlinkMacSystemFont,'Segoe UI',Roboto,Helvetica,Arial,sans-serif; margin: 0;"><thead><tr><th colspan="10" style="padding:9px 10px; border-bottom:1px solid #ddd6fe; background:rgba(124,58,237,0.06); color:#6d28d9; font-size:12px; font-weight:800; text-align:center;; text-align:left; font-size:14px;">30-Question Detailed Comparison</th></tr><tr><th style="padding:9px 10px; border-bottom:1px solid #ddd6fe; background:rgba(124,58,237,0.06); color:#6d28d9; font-size:12px; font-weight:800; text-align:center;">Q</th><th style="padding:9px 10px; border-bottom:1px solid #ddd6fe; background:rgba(124,58,237,0.06); color:#6d28d9; font-size:12px; font-weight:800; text-align:center;">Domain</th><th style="padding:9px 10px; border-bottom:1px solid #ddd6fe; background:rgba(124,58,237,0.06); color:#6d28d9; font-size:12px; font-weight:800; text-align:center;">Task</th><th style="padding:9px 10px; border-bottom:1px solid #ddd6fe; background:rgba(124,58,237,0.06); color:#6d28d9; font-size:12px; font-weight:800; text-align:center;">Qwen T/s</th><th style="padding:9px 10px; border-bottom:1px solid #ddd6fe; background:rgba(124,58,237,0.06); color:#6d28d9; font-size:12px; font-weight:800; text-align:center;">Qwen Time</th><th style="padding:9px 10px; border-bottom:1px solid #ddd6fe; background:rgba(124,58,237,0.06); color:#6d28d9; font-size:12px; font-weight:800; text-align:center;">Qwen Tokens</th><th style="padding:9px 10px; border-bottom:1px solid #ddd6fe; background:rgba(124,58,237,0.06); color:#6d28d9; font-size:12px; font-weight:800; text-align:center;">MTP T/s</th><th style="padding:9px 10px; border-bottom:1px solid #ddd6fe; background:rgba(124,58,237,0.06); color:#6d28d9; font-size:12px; font-weight:800; text-align:center;">MTP Time</th><th style="padding:9px 10px; border-bottom:1px solid #ddd6fe; background:rgba(124,58,237,0.06); color:#6d28d9; font-size:12px; font-weight:800; text-align:center;">MTP Tokens</th><th style="padding:9px 10px; border-bottom:1px solid #ddd6fe; background:rgba(124,58,237,0.06); color:#6d28d9; font-size:12px; font-weight:800; text-align:center;">Result Pattern</th></tr></thead><tbody><tr><td style="padding:8px 10px; border-bottom:1px solid rgba(148,163,184,0.22); font-size:12px; color:#334155; text-align:center; vertical-align:top;">Q1</td><td style="padding:8px 10px; border-bottom:1px solid rgba(148,163,184,0.22); font-size:12px; color:#334155; text-align:center; vertical-align:top;">Logic</td><td style="padding:8px 10px; border-bottom:1px solid rgba(148,163,184,0.22); font-size:12px; color:#334155; text-align:left; vertical-align:top;">Wrong-label coin boxes</td><td style="padding:8px 10px; border-bottom:1px solid rgba(148,163,184,0.22); font-size:12px; color:#334155; text-align:center; vertical-align:top;">6.36</td><td style="padding:8px 10px; border-bottom:1px solid rgba(148,163,184,0.22); font-size:12px; color:#334155; text-align:center; vertical-align:top;">9.4 min</td><td style="padding:8px 10px; border-bottom:1px solid rgba(148,163,184,0.22); font-size:12px; color:#334155; text-align:center; vertical-align:top;">3,569</td><td style="padding:8px 10px; border-bottom:1px solid rgba(148,163,184,0.22); font-size:12px; color:#334155; text-align:center; vertical-align:top; color:#7c3aed; font-weight:800; background:rgba(245,243,255,0.45);">11.40</td><td style="padding:8px 10px; border-bottom:1px solid rgba(148,163,184,0.22); font-size:12px; color:#334155; text-align:center; vertical-align:top; color:#7c3aed; font-weight:800; background:rgba(245,243,255,0.45);">2.3 min</td><td style="padding:8px 10px; border-bottom:1px solid rgba(148,163,184,0.22); font-size:12px; color:#334155; text-align:center; vertical-align:top; color:#7c3aed; font-weight:800; background:rgba(245,243,255,0.45);">1,530</td><td style="padding:8px 10px; border-bottom:1px solid rgba(148,163,184,0.22); font-size:12px; color:#334155; text-align:left; vertical-align:top; color:#475569; font-weight:600;">4.16x faster; much more concise</td></tr><tr><td style="padding:8px 10px; border-bottom:1px solid rgba(148,163,184,0.22); font-size:12px; color:#334155; text-align:center; vertical-align:top;">Q2</td><td style="padding:8px 10px; border-bottom:1px solid rgba(148,163,184,0.22); font-size:12px; color:#334155; text-align:center; vertical-align:top;">Logic</td><td style="padding:8px 10px; border-bottom:1px solid rgba(148,163,184,0.22); font-size:12px; color:#334155; text-align:left; vertical-align:top;">Engineer deployment ordering</td><td style="padding:8px 10px; border-bottom:1px solid rgba(148,163,184,0.22); font-size:12px; color:#334155; text-align:center; vertical-align:top;">6.39</td><td style="padding:8px 10px; border-bottom:1px solid rgba(148,163,184,0.22); font-size:12px; color:#334155; text-align:center; vertical-align:top;">6.1 min</td><td style="padding:8px 10px; border-bottom:1px solid rgba(148,163,184,0.22); font-size:12px; color:#334155; text-align:center; vertical-align:top;">2,349</td><td style="padding:8px 10px; border-bottom:1px solid rgba(148,163,184,0.22); font-size:12px; color:#334155; text-align:center; vertical-align:top; color:#7c3aed; font-weight:800; background:rgba(245,243,255,0.45);">10.98</td><td style="padding:8px 10px; border-bottom:1px solid rgba(148,163,184,0.22); font-size:12px; color:#334155; text-align:center; vertical-align:top; color:#7c3aed; font-weight:800; background:rgba(245,243,255,0.45);">3.1 min</td><td style="padding:8px 10px; border-bottom:1px solid rgba(148,163,184,0.22); font-size:12px; color:#334155; text-align:center; vertical-align:top; color:#7c3aed; font-weight:800; background:rgba(245,243,255,0.45);">2,034</td><td style="padding:8px 10px; border-bottom:1px solid rgba(148,163,184,0.22); font-size:12px; color:#334155; text-align:left; vertical-align:top; color:#475569; font-weight:600;">1.98x faster; more concise</td></tr><tr><td style="padding:8px 10px; border-bottom:1px solid rgba(148,163,184,0.22); font-size:12px; color:#334155; text-align:center; vertical-align:top;">Q3</td><td style="padding:8px 10px; border-bottom:1px solid rgba(148,163,184,0.22); font-size:12px; color:#334155; text-align:center; vertical-align:top;">Logic</td><td style="padding:8px 10px; border-bottom:1px solid rgba(148,163,184,0.22); font-size:12px; color:#334155; text-align:left; vertical-align:top;">Self-referential truth card</td><td style="padding:8px 10px; border-bottom:1px solid rgba(148,163,184,0.22); font-size:12px; color:#334155; text-align:center; vertical-align:top;">6.37</td><td style="padding:8px 10px; border-bottom:1px solid rgba(148,163,184,0.22); font-size:12px; color:#334155; text-align:center; vertical-align:top;">7.8 min</td><td style="padding:8px 10px; border-bottom:1px solid rgba(148,163,184,0.22); font-size:12px; color:#334155; text-align:center; vertical-align:top;">2,990</td><td style="padding:8px 10px; border-bottom:1px solid rgba(148,163,184,0.22); font-size:12px; color:#334155; text-align:center; vertical-align:top; color:#7c3aed; font-weight:800; background:rgba(245,243,255,0.45);">10.83</td><td style="padding:8px 10px; border-bottom:1px solid rgba(148,163,184,0.22); font-size:12px; color:#334155; text-align:center; vertical-align:top; color:#7c3aed; font-weight:800; background:rgba(245,243,255,0.45);">4.5 min</td><td style="padding:8px 10px; border-bottom:1px solid rgba(148,163,184,0.22); font-size:12px; color:#334155; text-align:center; vertical-align:top; color:#7c3aed; font-weight:800; background:rgba(245,243,255,0.45);">2,942</td><td style="padding:8px 10px; border-bottom:1px solid rgba(148,163,184,0.22); font-size:12px; color:#334155; text-align:left; vertical-align:top; color:#475569; font-weight:600;">1.72x faster; similar length</td></tr><tr><td style="padding:8px 10px; border-bottom:1px solid rgba(148,163,184,0.22); font-size:12px; color:#334155; text-align:center; vertical-align:top;">Q4</td><td style="padding:8px 10px; border-bottom:1px solid rgba(148,163,184,0.22); font-size:12px; color:#334155; text-align:center; vertical-align:top;">Logic</td><td style="padding:8px 10px; border-bottom:1px solid rgba(148,163,184,0.22); font-size:12px; color:#334155; text-align:left; vertical-align:top;">Three switches and bulbs</td><td style="padding:8px 10px; border-bottom:1px solid rgba(148,163,184,0.22); font-size:12px; color:#334155; text-align:center; vertical-align:top;">6.32</td><td style="padding:8px 10px; border-bottom:1px solid rgba(148,163,184,0.22); font-size:12px; color:#334155; text-align:center; vertical-align:top;">3.6 min</td><td style="padding:8px 10px; border-bottom:1px solid rgba(148,163,184,0.22); font-size:12px; color:#334155; text-align:center; vertical-align:top;">1,342</td><td style="padding:8px 10px; border-bottom:1px solid rgba(148,163,184,0.22); font-size:12px; color:#334155; text-align:center; vertical-align:top; color:#7c3aed; font-weight:800; background:rgba(245,243,255,0.45);">10.44</td><td style="padding:8px 10px; border-bottom:1px solid rgba(148,163,184,0.22); font-size:12px; color:#334155; text-align:center; vertical-align:top; color:#7c3aed; font-weight:800; background:rgba(245,243,255,0.45);">1.6 min</td><td style="padding:8px 10px; border-bottom:1px solid rgba(148,163,184,0.22); font-size:12px; color:#334155; text-align:center; vertical-align:top; color:#7c3aed; font-weight:800; background:rgba(245,243,255,0.45);">999</td><td style="padding:8px 10px; border-bottom:1px solid rgba(148,163,184,0.22); font-size:12px; color:#334155; text-align:left; vertical-align:top; color:#475569; font-weight:600;">2.21x faster; more concise</td></tr><tr><td style="padding:8px 10px; border-bottom:1px solid rgba(148,163,184,0.22); font-size:12px; color:#334155; text-align:center; vertical-align:top;">Q5</td><td style="padding:8px 10px; border-bottom:1px solid rgba(148,163,184,0.22); font-size:12px; color:#334155; text-align:center; vertical-align:top;">Logic</td><td style="padding:8px 10px; border-bottom:1px solid rgba(148,163,184,0.22); font-size:12px; color:#334155; text-align:left; vertical-align:top;">HH vs TH stopping probability</td><td style="padding:8px 10px; border-bottom:1px solid rgba(148,163,184,0.22); font-size:12px; color:#334155; text-align:center; vertical-align:top;">6.30</td><td style="padding:8px 10px; border-bottom:1px solid rgba(148,163,184,0.22); font-size:12px; color:#334155; text-align:center; vertical-align:top;">11.6 min</td><td style="padding:8px 10px; border-bottom:1px solid rgba(148,163,184,0.22); font-size:12px; color:#334155; text-align:center; vertical-align:top;">4,367</td><td style="padding:8px 10px; border-bottom:1px solid rgba(148,163,184,0.22); font-size:12px; color:#334155; text-align:center; vertical-align:top; color:#7c3aed; font-weight:800; background:rgba(245,243,255,0.45);">10.62</td><td style="padding:8px 10px; border-bottom:1px solid rgba(148,163,184,0.22); font-size:12px; color:#334155; text-align:center; vertical-align:top; color:#7c3aed; font-weight:800; background:rgba(245,243,255,0.45);">5.2 min</td><td style="padding:8px 10px; border-bottom:1px solid rgba(148,163,184,0.22); font-size:12px; color:#334155; text-align:center; vertical-align:top; color:#7c3aed; font-weight:800; background:rgba(245,243,255,0.45);">3,266</td><td style="padding:8px 10px; border-bottom:1px solid rgba(148,163,184,0.22); font-size:12px; color:#334155; text-align:left; vertical-align:top; color:#475569; font-weight:600;">2.25x faster; more concise</td></tr><tr><td style="padding:8px 10px; border-bottom:1px solid rgba(148,163,184,0.22); font-size:12px; color:#334155; text-align:center; vertical-align:top;">Q6</td><td style="padding:8px 10px; border-bottom:1px solid rgba(148,163,184,0.22); font-size:12px; color:#334155; text-align:center; vertical-align:top;">Coding</td><td style="padding:8px 10px; border-bottom:1px solid rgba(148,163,184,0.22); font-size:12px; color:#334155; text-align:left; vertical-align:top;">Streaming top-k frequency</td><td style="padding:8px 10px; border-bottom:1px solid rgba(148,163,184,0.22); font-size:12px; color:#334155; text-align:center; vertical-align:top;">6.28</td><td style="padding:8px 10px; border-bottom:1px solid rgba(148,163,184,0.22); font-size:12px; color:#334155; text-align:center; vertical-align:top;">13.8 min</td><td style="padding:8px 10px; border-bottom:1px solid rgba(148,163,184,0.22); font-size:12px; color:#334155; text-align:center; vertical-align:top;">5,210</td><td style="padding:8px 10px; border-bottom:1px solid rgba(148,163,184,0.22); font-size:12px; color:#334155; text-align:center; vertical-align:top; color:#7c3aed; font-weight:800; background:rgba(245,243,255,0.45);">9.95</td><td style="padding:8px 10px; border-bottom:1px solid rgba(148,163,184,0.22); font-size:12px; color:#334155; text-align:center; vertical-align:top; color:#7c3aed; font-weight:800; background:rgba(245,243,255,0.45);">13.3 min</td><td style="padding:8px 10px; border-bottom:1px solid rgba(148,163,184,0.22); font-size:12px; color:#334155; text-align:center; vertical-align:top; color:#7c3aed; font-weight:800; background:rgba(245,243,255,0.45);">7,917</td><td style="padding:8px 10px; border-bottom:1px solid rgba(148,163,184,0.22); font-size:12px; color:#334155; text-align:left; vertical-align:top; color:#475569; font-weight:600;">1.04x faster; more expansive</td></tr><tr><td style="padding:8px 10px; border-bottom:1px solid rgba(148,163,184,0.22); font-size:12px; color:#334155; text-align:center; vertical-align:top;">Q7</td><td style="padding:8px 10px; border-bottom:1px solid rgba(148,163,184,0.22); font-size:12px; color:#334155; text-align:center; vertical-align:top;">Coding</td><td style="padding:8px 10px; border-bottom:1px solid rgba(148,163,184,0.22); font-size:12px; color:#334155; text-align:left; vertical-align:top;">Thread-safe TTL cache</td><td style="padding:8px 10px; border-bottom:1px solid rgba(148,163,184,0.22); font-size:12px; color:#334155; text-align:center; vertical-align:top;">6.28</td><td style="padding:8px 10px; border-bottom:1px solid rgba(148,163,184,0.22); font-size:12px; color:#334155; text-align:center; vertical-align:top;">18.6 min</td><td style="padding:8px 10px; border-bottom:1px solid rgba(148,163,184,0.22); font-size:12px; color:#334155; text-align:center; vertical-align:top;">7,009</td><td style="padding:8px 10px; border-bottom:1px solid rgba(148,163,184,0.22); font-size:12px; color:#334155; text-align:center; vertical-align:top; color:#7c3aed; font-weight:800; background:rgba(245,243,255,0.45);">10.64</td><td style="padding:8px 10px; border-bottom:1px solid rgba(148,163,184,0.22); font-size:12px; color:#334155; text-align:center; vertical-align:top; color:#7c3aed; font-weight:800; background:rgba(245,243,255,0.45);">5.3 min</td><td style="padding:8px 10px; border-bottom:1px solid rgba(148,163,184,0.22); font-size:12px; color:#334155; text-align:center; vertical-align:top; color:#7c3aed; font-weight:800; background:rgba(245,243,255,0.45);">3,367</td><td style="padding:8px 10px; border-bottom:1px solid rgba(148,163,184,0.22); font-size:12px; color:#334155; text-align:left; vertical-align:top; color:#475569; font-weight:600;">3.52x faster; much more concise</td></tr><tr><td style="padding:8px 10px; border-bottom:1px solid rgba(148,163,184,0.22); font-size:12px; color:#334155; text-align:center; vertical-align:top;">Q8</td><td style="padding:8px 10px; border-bottom:1px solid rgba(148,163,184,0.22); font-size:12px; color:#334155; text-align:center; vertical-align:top;">Coding</td><td style="padding:8px 10px; border-bottom:1px solid rgba(148,163,184,0.22); font-size:12px; color:#334155; text-align:left; vertical-align:top;">Interval merge implementation</td><td style="padding:8px 10px; border-bottom:1px solid rgba(148,163,184,0.22); font-size:12px; color:#334155; text-align:center; vertical-align:top;">6.25</td><td style="padding:8px 10px; border-bottom:1px solid rgba(148,163,184,0.22); font-size:12px; color:#334155; text-align:center; vertical-align:top;">11.2 min</td><td style="padding:8px 10px; border-bottom:1px solid rgba(148,163,184,0.22); font-size:12px; color:#334155; text-align:center; vertical-align:top;">4,203</td><td style="padding:8px 10px; border-bottom:1px solid rgba(148,163,184,0.22); font-size:12px; color:#334155; text-align:center; vertical-align:top; color:#7c3aed; font-weight:800; background:rgba(245,243,255,0.45);">10.83</td><td style="padding:8px 10px; border-bottom:1px solid rgba(148,163,184,0.22); font-size:12px; color:#334155; text-align:center; vertical-align:top; color:#7c3aed; font-weight:800; background:rgba(245,243,255,0.45);">3.3 min</td><td style="padding:8px 10px; border-bottom:1px solid rgba(148,163,184,0.22); font-size:12px; color:#334155; text-align:center; vertical-align:top; color:#7c3aed; font-weight:800; background:rgba(245,243,255,0.45);">2,157</td><td style="padding:8px 10px; border-bottom:1px solid rgba(148,163,184,0.22); font-size:12px; color:#334155; text-align:left; vertical-align:top; color:#475569; font-weight:600;">3.36x faster; much more concise</td></tr><tr><td style="padding:8px 10px; border-bottom:1px solid rgba(148,163,184,0.22); font-size:12px; color:#334155; text-align:center; vertical-align:top;">Q9</td><td style="padding:8px 10px; border-bottom:1px solid rgba(148,163,184,0.22); font-size:12px; color:#334155; text-align:center; vertical-align:top;">Coding</td><td style="padding:8px 10px; border-bottom:1px solid rgba(148,163,184,0.22); font-size:12px; color:#334155; text-align:left; vertical-align:top;">Streaming CSV to JSONL</td><td style="padding:8px 10px; border-bottom:1px solid rgba(148,163,184,0.22); font-size:12px; color:#334155; text-align:center; vertical-align:top;">6.26</td><td style="padding:8px 10px; border-bottom:1px solid rgba(148,163,184,0.22); font-size:12px; color:#334155; text-align:center; vertical-align:top;">16.5 min</td><td style="padding:8px 10px; border-bottom:1px solid rgba(148,163,184,0.22); font-size:12px; color:#334155; text-align:center; vertical-align:top;">6,200</td><td style="padding:8px 10px; border-bottom:1px solid rgba(148,163,184,0.22); font-size:12px; color:#334155; text-align:center; vertical-align:top; color:#7c3aed; font-weight:800; background:rgba(245,243,255,0.45);">10.62</td><td style="padding:8px 10px; border-bottom:1px solid rgba(148,163,184,0.22); font-size:12px; color:#334155; text-align:center; vertical-align:top; color:#7c3aed; font-weight:800; background:rgba(245,243,255,0.45);">5.9 min</td><td style="padding:8px 10px; border-bottom:1px solid rgba(148,163,184,0.22); font-size:12px; color:#334155; text-align:center; vertical-align:top; color:#7c3aed; font-weight:800; background:rgba(245,243,255,0.45);">3,741</td><td style="padding:8px 10px; border-bottom:1px solid rgba(148,163,184,0.22); font-size:12px; color:#334155; text-align:left; vertical-align:top; color:#475569; font-weight:600;">2.81x faster; more concise</td></tr><tr><td style="padding:8px 10px; border-bottom:1px solid rgba(148,163,184,0.22); font-size:12px; color:#334155; text-align:center; vertical-align:top;">Q10</td><td style="padding:8px 10px; border-bottom:1px solid rgba(148,163,184,0.22); font-size:12px; color:#334155; text-align:center; vertical-align:top;">Coding</td><td style="padding:8px 10px; border-bottom:1px solid rgba(148,163,184,0.22); font-size:12px; color:#334155; text-align:left; vertical-align:top;">C++17 LRU cache</td><td style="padding:8px 10px; border-bottom:1px solid rgba(148,163,184,0.22); font-size:12px; color:#334155; text-align:center; vertical-align:top;">6.27</td><td style="padding:8px 10px; border-bottom:1px solid rgba(148,163,184,0.22); font-size:12px; color:#334155; text-align:center; vertical-align:top;">13.1 min</td><td style="padding:8px 10px; border-bottom:1px solid rgba(148,163,184,0.22); font-size:12px; color:#334155; text-align:center; vertical-align:top;">4,920</td><td style="padding:8px 10px; border-bottom:1px solid rgba(148,163,184,0.22); font-size:12px; color:#334155; text-align:center; vertical-align:top; color:#7c3aed; font-weight:800; background:rgba(245,243,255,0.45);">10.15</td><td style="padding:8px 10px; border-bottom:1px solid rgba(148,163,184,0.22); font-size:12px; color:#334155; text-align:center; vertical-align:top; color:#7c3aed; font-weight:800; background:rgba(245,243,255,0.45);">6.0 min</td><td style="padding:8px 10px; border-bottom:1px solid rgba(148,163,184,0.22); font-size:12px; color:#334155; text-align:center; vertical-align:top; color:#7c3aed; font-weight:800; background:rgba(245,243,255,0.45);">3,644</td><td style="padding:8px 10px; border-bottom:1px solid rgba(148,163,184,0.22); font-size:12px; color:#334155; text-align:left; vertical-align:top; color:#475569; font-weight:600;">2.18x faster; more concise</td></tr><tr><td style="padding:8px 10px; border-bottom:1px solid rgba(148,163,184,0.22); font-size:12px; color:#334155; text-align:center; vertical-align:top;">Q11</td><td style="padding:8px 10px; border-bottom:1px solid rgba(148,163,184,0.22); font-size:12px; color:#334155; text-align:center; vertical-align:top;">Coding</td><td style="padding:8px 10px; border-bottom:1px solid rgba(148,163,184,0.22); font-size:12px; color:#334155; text-align:left; vertical-align:top;">Highest-paid employee SQL</td><td style="padding:8px 10px; border-bottom:1px solid rgba(148,163,184,0.22); font-size:12px; color:#334155; text-align:center; vertical-align:top;">6.29</td><td style="padding:8px 10px; border-bottom:1px solid rgba(148,163,184,0.22); font-size:12px; color:#334155; text-align:center; vertical-align:top;">6.1 min</td><td style="padding:8px 10px; border-bottom:1px solid rgba(148,163,184,0.22); font-size:12px; color:#334155; text-align:center; vertical-align:top;">2,283</td><td style="padding:8px 10px; border-bottom:1px solid rgba(148,163,184,0.22); font-size:12px; color:#334155; text-align:center; vertical-align:top; color:#7c3aed; font-weight:800; background:rgba(245,243,255,0.45);">10.37</td><td style="padding:8px 10px; border-bottom:1px solid rgba(148,163,184,0.22); font-size:12px; color:#334155; text-align:center; vertical-align:top; color:#7c3aed; font-weight:800; background:rgba(245,243,255,0.45);">2.4 min</td><td style="padding:8px 10px; border-bottom:1px solid rgba(148,163,184,0.22); font-size:12px; color:#334155; text-align:center; vertical-align:top; color:#7c3aed; font-weight:800; background:rgba(245,243,255,0.45);">1,475</td><td style="padding:8px 10px; border-bottom:1px solid rgba(148,163,184,0.22); font-size:12px; color:#334155; text-align:left; vertical-align:top; color:#475569; font-weight:600;">2.54x faster; more concise</td></tr><tr><td style="padding:8px 10px; border-bottom:1px solid rgba(148,163,184,0.22); font-size:12px; color:#334155; text-align:center; vertical-align:top;">Q12</td><td style="padding:8px 10px; border-bottom:1px solid rgba(148,163,184,0.22); font-size:12px; color:#334155; text-align:center; vertical-align:top;">Coding</td><td style="padding:8px 10px; border-bottom:1px solid rgba(148,163,184,0.22); font-size:12px; color:#334155; text-align:left; vertical-align:top;">Atomic Bash backup</td><td style="padding:8px 10px; border-bottom:1px solid rgba(148,163,184,0.22); font-size:12px; color:#334155; text-align:center; vertical-align:top;">6.28</td><td style="padding:8px 10px; border-bottom:1px solid rgba(148,163,184,0.22); font-size:12px; color:#334155; text-align:center; vertical-align:top;">12.1 min</td><td style="padding:8px 10px; border-bottom:1px solid rgba(148,163,184,0.22); font-size:12px; color:#334155; text-align:center; vertical-align:top;">4,545</td><td style="padding:8px 10px; border-bottom:1px solid rgba(148,163,184,0.22); font-size:12px; color:#334155; text-align:center; vertical-align:top; color:#7c3aed; font-weight:800; background:rgba(245,243,255,0.45);">10.33</td><td style="padding:8px 10px; border-bottom:1px solid rgba(148,163,184,0.22); font-size:12px; color:#334155; text-align:center; vertical-align:top; color:#7c3aed; font-weight:800; background:rgba(245,243,255,0.45);">4.4 min</td><td style="padding:8px 10px; border-bottom:1px solid rgba(148,163,184,0.22); font-size:12px; color:#334155; text-align:center; vertical-align:top; color:#7c3aed; font-weight:800; background:rgba(245,243,255,0.45);">2,695</td><td style="padding:8px 10px; border-bottom:1px solid rgba(148,163,184,0.22); font-size:12px; color:#334155; text-align:left; vertical-align:top; color:#475569; font-weight:600;">2.76x faster; much more concise</td></tr><tr><td style="padding:8px 10px; border-bottom:1px solid rgba(148,163,184,0.22); font-size:12px; color:#334155; text-align:center; vertical-align:top;">Q13</td><td style="padding:8px 10px; border-bottom:1px solid rgba(148,163,184,0.22); font-size:12px; color:#334155; text-align:center; vertical-align:top;">DevOps</td><td style="padding:8px 10px; border-bottom:1px solid rgba(148,163,184,0.22); font-size:12px; color:#334155; text-align:left; vertical-align:top;">Nginx reverse proxy</td><td style="padding:8px 10px; border-bottom:1px solid rgba(148,163,184,0.22); font-size:12px; color:#334155; text-align:center; vertical-align:top;">6.29</td><td style="padding:8px 10px; border-bottom:1px solid rgba(148,163,184,0.22); font-size:12px; color:#334155; text-align:center; vertical-align:top;">10.4 min</td><td style="padding:8px 10px; border-bottom:1px solid rgba(148,163,184,0.22); font-size:12px; color:#334155; text-align:center; vertical-align:top;">3,924</td><td style="padding:8px 10px; border-bottom:1px solid rgba(148,163,184,0.22); font-size:12px; color:#334155; text-align:center; vertical-align:top; color:#7c3aed; font-weight:800; background:rgba(245,243,255,0.45);">10.88</td><td style="padding:8px 10px; border-bottom:1px solid rgba(148,163,184,0.22); font-size:12px; color:#334155; text-align:center; vertical-align:top; color:#7c3aed; font-weight:800; background:rgba(245,243,255,0.45);">2.8 min</td><td style="padding:8px 10px; border-bottom:1px solid rgba(148,163,184,0.22); font-size:12px; color:#334155; text-align:center; vertical-align:top; color:#7c3aed; font-weight:800; background:rgba(245,243,255,0.45);">1,821</td><td style="padding:8px 10px; border-bottom:1px solid rgba(148,163,184,0.22); font-size:12px; color:#334155; text-align:left; vertical-align:top; color:#475569; font-weight:600;">3.70x faster; much more concise</td></tr><tr><td style="padding:8px 10px; border-bottom:1px solid rgba(148,163,184,0.22); font-size:12px; color:#334155; text-align:center; vertical-align:top;">Q14</td><td style="padding:8px 10px; border-bottom:1px solid rgba(148,163,184,0.22); font-size:12px; color:#334155; text-align:center; vertical-align:top;">DevOps</td><td style="padding:8px 10px; border-bottom:1px solid rgba(148,163,184,0.22); font-size:12px; color:#334155; text-align:left; vertical-align:top;">Linux service OOM diagnosis</td><td style="padding:8px 10px; border-bottom:1px solid rgba(148,163,184,0.22); font-size:12px; color:#334155; text-align:center; vertical-align:top;">6.29</td><td style="padding:8px 10px; border-bottom:1px solid rgba(148,163,184,0.22); font-size:12px; color:#334155; text-align:center; vertical-align:top;">9.9 min</td><td style="padding:8px 10px; border-bottom:1px solid rgba(148,163,184,0.22); font-size:12px; color:#334155; text-align:center; vertical-align:top;">3,727</td><td style="padding:8px 10px; border-bottom:1px solid rgba(148,163,184,0.22); font-size:12px; color:#334155; text-align:center; vertical-align:top; color:#7c3aed; font-weight:800; background:rgba(245,243,255,0.45);">9.96</td><td style="padding:8px 10px; border-bottom:1px solid rgba(148,163,184,0.22); font-size:12px; color:#334155; text-align:center; vertical-align:top; color:#7c3aed; font-weight:800; background:rgba(245,243,255,0.45);">4.9 min</td><td style="padding:8px 10px; border-bottom:1px solid rgba(148,163,184,0.22); font-size:12px; color:#334155; text-align:center; vertical-align:top; color:#7c3aed; font-weight:800; background:rgba(245,243,255,0.45);">2,888</td><td style="padding:8px 10px; border-bottom:1px solid rgba(148,163,184,0.22); font-size:12px; color:#334155; text-align:left; vertical-align:top; color:#475569; font-weight:600;">2.04x faster; more concise</td></tr><tr><td style="padding:8px 10px; border-bottom:1px solid rgba(148,163,184,0.22); font-size:12px; color:#334155; text-align:center; vertical-align:top;">Q15</td><td style="padding:8px 10px; border-bottom:1px solid rgba(148,163,184,0.22); font-size:12px; color:#334155; text-align:center; vertical-align:top;">DevOps</td><td style="padding:8px 10px; border-bottom:1px solid rgba(148,163,184,0.22); font-size:12px; color:#334155; text-align:left; vertical-align:top;">systemd worker unit</td><td style="padding:8px 10px; border-bottom:1px solid rgba(148,163,184,0.22); font-size:12px; color:#334155; text-align:center; vertical-align:top;">6.29</td><td style="padding:8px 10px; border-bottom:1px solid rgba(148,163,184,0.22); font-size:12px; color:#334155; text-align:center; vertical-align:top;">8.0 min</td><td style="padding:8px 10px; border-bottom:1px solid rgba(148,163,184,0.22); font-size:12px; color:#334155; text-align:center; vertical-align:top;">3,023</td><td style="padding:8px 10px; border-bottom:1px solid rgba(148,163,184,0.22); font-size:12px; color:#334155; text-align:center; vertical-align:top; color:#7c3aed; font-weight:800; background:rgba(245,243,255,0.45);">10.39</td><td style="padding:8px 10px; border-bottom:1px solid rgba(148,163,184,0.22); font-size:12px; color:#334155; text-align:center; vertical-align:top; color:#7c3aed; font-weight:800; background:rgba(245,243,255,0.45);">3.3 min</td><td style="padding:8px 10px; border-bottom:1px solid rgba(148,163,184,0.22); font-size:12px; color:#334155; text-align:center; vertical-align:top; color:#7c3aed; font-weight:800; background:rgba(245,243,255,0.45);">2,037</td><td style="padding:8px 10px; border-bottom:1px solid rgba(148,163,184,0.22); font-size:12px; color:#334155; text-align:left; vertical-align:top; color:#475569; font-weight:600;">2.43x faster; more concise</td></tr><tr><td style="padding:8px 10px; border-bottom:1px solid rgba(148,163,184,0.22); font-size:12px; color:#334155; text-align:center; vertical-align:top;">Q16</td><td style="padding:8px 10px; border-bottom:1px solid rgba(148,163,184,0.22); font-size:12px; color:#334155; text-align:center; vertical-align:top;">DevOps</td><td style="padding:8px 10px; border-bottom:1px solid rgba(148,163,184,0.22); font-size:12px; color:#334155; text-align:left; vertical-align:top;">Kubernetes rollback runbook</td><td style="padding:8px 10px; border-bottom:1px solid rgba(148,163,184,0.22); font-size:12px; color:#334155; text-align:center; vertical-align:top;">6.32</td><td style="padding:8px 10px; border-bottom:1px solid rgba(148,163,184,0.22); font-size:12px; color:#334155; text-align:center; vertical-align:top;">6.3 min</td><td style="padding:8px 10px; border-bottom:1px solid rgba(148,163,184,0.22); font-size:12px; color:#334155; text-align:center; vertical-align:top;">2,387</td><td style="padding:8px 10px; border-bottom:1px solid rgba(148,163,184,0.22); font-size:12px; color:#334155; text-align:center; vertical-align:top; color:#7c3aed; font-weight:800; background:rgba(245,243,255,0.45);">10.36</td><td style="padding:8px 10px; border-bottom:1px solid rgba(148,163,184,0.22); font-size:12px; color:#334155; text-align:center; vertical-align:top; color:#7c3aed; font-weight:800; background:rgba(245,243,255,0.45);">2.9 min</td><td style="padding:8px 10px; border-bottom:1px solid rgba(148,163,184,0.22); font-size:12px; color:#334155; text-align:center; vertical-align:top; color:#7c3aed; font-weight:800; background:rgba(245,243,255,0.45);">1,820</td><td style="padding:8px 10px; border-bottom:1px solid rgba(148,163,184,0.22); font-size:12px; color:#334155; text-align:left; vertical-align:top; color:#475569; font-weight:600;">2.14x faster; more concise</td></tr><tr><td style="padding:8px 10px; border-bottom:1px solid rgba(148,163,184,0.22); font-size:12px; color:#334155; text-align:center; vertical-align:top;">Q17</td><td style="padding:8px 10px; border-bottom:1px solid rgba(148,163,184,0.22); font-size:12px; color:#334155; text-align:center; vertical-align:top;">DevOps</td><td style="padding:8px 10px; border-bottom:1px solid rgba(148,163,184,0.22); font-size:12px; color:#334155; text-align:left; vertical-align:top;">Docker CMD vs ENTRYPOINT</td><td style="padding:8px 10px; border-bottom:1px solid rgba(148,163,184,0.22); font-size:12px; color:#334155; text-align:center; vertical-align:top;">6.33</td><td style="padding:8px 10px; border-bottom:1px solid rgba(148,163,184,0.22); font-size:12px; color:#334155; text-align:center; vertical-align:top;">5.4 min</td><td style="padding:8px 10px; border-bottom:1px solid rgba(148,163,184,0.22); font-size:12px; color:#334155; text-align:center; vertical-align:top;">2,028</td><td style="padding:8px 10px; border-bottom:1px solid rgba(148,163,184,0.22); font-size:12px; color:#334155; text-align:center; vertical-align:top; color:#7c3aed; font-weight:800; background:rgba(245,243,255,0.45);">10.78</td><td style="padding:8px 10px; border-bottom:1px solid rgba(148,163,184,0.22); font-size:12px; color:#334155; text-align:center; vertical-align:top; color:#7c3aed; font-weight:800; background:rgba(245,243,255,0.45);">2.9 min</td><td style="padding:8px 10px; border-bottom:1px solid rgba(148,163,184,0.22); font-size:12px; color:#334155; text-align:center; vertical-align:top; color:#7c3aed; font-weight:800; background:rgba(245,243,255,0.45);">1,892</td><td style="padding:8px 10px; border-bottom:1px solid rgba(148,163,184,0.22); font-size:12px; color:#334155; text-align:left; vertical-align:top; color:#475569; font-weight:600;">1.82x faster; more concise</td></tr><tr><td style="padding:8px 10px; border-bottom:1px solid rgba(148,163,184,0.22); font-size:12px; color:#334155; text-align:center; vertical-align:top;">Q18</td><td style="padding:8px 10px; border-bottom:1px solid rgba(148,163,184,0.22); font-size:12px; color:#334155; text-align:center; vertical-align:top;">DevOps</td><td style="padding:8px 10px; border-bottom:1px solid rgba(148,163,184,0.22); font-size:12px; color:#334155; text-align:left; vertical-align:top;">Prometheus pull monitoring</td><td style="padding:8px 10px; border-bottom:1px solid rgba(148,163,184,0.22); font-size:12px; color:#334155; text-align:center; vertical-align:top;">6.32</td><td style="padding:8px 10px; border-bottom:1px solid rgba(148,163,184,0.22); font-size:12px; color:#334155; text-align:center; vertical-align:top;">7.4 min</td><td style="padding:8px 10px; border-bottom:1px solid rgba(148,163,184,0.22); font-size:12px; color:#334155; text-align:center; vertical-align:top;">2,818</td><td style="padding:8px 10px; border-bottom:1px solid rgba(148,163,184,0.22); font-size:12px; color:#334155; text-align:center; vertical-align:top; color:#7c3aed; font-weight:800; background:rgba(245,243,255,0.45);">10.67</td><td style="padding:8px 10px; border-bottom:1px solid rgba(148,163,184,0.22); font-size:12px; color:#334155; text-align:center; vertical-align:top; color:#7c3aed; font-weight:800; background:rgba(245,243,255,0.45);">3.7 min</td><td style="padding:8px 10px; border-bottom:1px solid rgba(148,163,184,0.22); font-size:12px; color:#334155; text-align:center; vertical-align:top; color:#7c3aed; font-weight:800; background:rgba(245,243,255,0.45);">2,342</td><td style="padding:8px 10px; border-bottom:1px solid rgba(148,163,184,0.22); font-size:12px; color:#334155; text-align:left; vertical-align:top; color:#475569; font-weight:600;">2.02x faster; more concise</td></tr><tr><td style="padding:8px 10px; border-bottom:1px solid rgba(148,163,184,0.22); font-size:12px; color:#334155; text-align:center; vertical-align:top;">Q19</td><td style="padding:8px 10px; border-bottom:1px solid rgba(148,163,184,0.22); font-size:12px; color:#334155; text-align:center; vertical-align:top;">Math</td><td style="padding:8px 10px; border-bottom:1px solid rgba(148,163,184,0.22); font-size:12px; color:#334155; text-align:left; vertical-align:top;">Derivative and critical point</td><td style="padding:8px 10px; border-bottom:1px solid rgba(148,163,184,0.22); font-size:12px; color:#334155; text-align:center; vertical-align:top;">6.32</td><td style="padding:8px 10px; border-bottom:1px solid rgba(148,163,184,0.22); font-size:12px; color:#334155; text-align:center; vertical-align:top;">8.7 min</td><td style="padding:8px 10px; border-bottom:1px solid rgba(148,163,184,0.22); font-size:12px; color:#334155; text-align:center; vertical-align:top;">3,274</td><td style="padding:8px 10px; border-bottom:1px solid rgba(148,163,184,0.22); font-size:12px; color:#334155; text-align:center; vertical-align:top; color:#7c3aed; font-weight:800; background:rgba(245,243,255,0.45);">12.06</td><td style="padding:8px 10px; border-bottom:1px solid rgba(148,163,184,0.22); font-size:12px; color:#334155; text-align:center; vertical-align:top; color:#7c3aed; font-weight:800; background:rgba(245,243,255,0.45);">3.7 min</td><td style="padding:8px 10px; border-bottom:1px solid rgba(148,163,184,0.22); font-size:12px; color:#334155; text-align:center; vertical-align:top; color:#7c3aed; font-weight:800; background:rgba(245,243,255,0.45);">2,631</td><td style="padding:8px 10px; border-bottom:1px solid rgba(148,163,184,0.22); font-size:12px; color:#334155; text-align:left; vertical-align:top; color:#475569; font-weight:600;">2.37x faster; more concise</td></tr><tr><td style="padding:8px 10px; border-bottom:1px solid rgba(148,163,184,0.22); font-size:12px; color:#334155; text-align:center; vertical-align:top;">Q20</td><td style="padding:8px 10px; border-bottom:1px solid rgba(148,163,184,0.22); font-size:12px; color:#334155; text-align:center; vertical-align:top;">Math</td><td style="padding:8px 10px; border-bottom:1px solid rgba(148,163,184,0.22); font-size:12px; color:#334155; text-align:left; vertical-align:top;">Linear system solve</td><td style="padding:8px 10px; border-bottom:1px solid rgba(148,163,184,0.22); font-size:12px; color:#334155; text-align:center; vertical-align:top;">6.32</td><td style="padding:8px 10px; border-bottom:1px solid rgba(148,163,184,0.22); font-size:12px; color:#334155; text-align:center; vertical-align:top;">10.7 min</td><td style="padding:8px 10px; border-bottom:1px solid rgba(148,163,184,0.22); font-size:12px; color:#334155; text-align:center; vertical-align:top;">4,065</td><td style="padding:8px 10px; border-bottom:1px solid rgba(148,163,184,0.22); font-size:12px; color:#334155; text-align:center; vertical-align:top; color:#7c3aed; font-weight:800; background:rgba(245,243,255,0.45);">11.91</td><td style="padding:8px 10px; border-bottom:1px solid rgba(148,163,184,0.22); font-size:12px; color:#334155; text-align:center; vertical-align:top; color:#7c3aed; font-weight:800; background:rgba(245,243,255,0.45);">4.2 min</td><td style="padding:8px 10px; border-bottom:1px solid rgba(148,163,184,0.22); font-size:12px; color:#334155; text-align:center; vertical-align:top; color:#7c3aed; font-weight:800; background:rgba(245,243,255,0.45);">2,976</td><td style="padding:8px 10px; border-bottom:1px solid rgba(148,163,184,0.22); font-size:12px; color:#334155; text-align:left; vertical-align:top; color:#475569; font-weight:600;">2.57x faster; more concise</td></tr><tr><td style="padding:8px 10px; border-bottom:1px solid rgba(148,163,184,0.22); font-size:12px; color:#334155; text-align:center; vertical-align:top;">Q21</td><td style="padding:8px 10px; border-bottom:1px solid rgba(148,163,184,0.22); font-size:12px; color:#334155; text-align:center; vertical-align:top;">Math</td><td style="padding:8px 10px; border-bottom:1px solid rgba(148,163,184,0.22); font-size:12px; color:#334155; text-align:left; vertical-align:top;">Different-color probability</td><td style="padding:8px 10px; border-bottom:1px solid rgba(148,163,184,0.22); font-size:12px; color:#334155; text-align:center; vertical-align:top;">6.28</td><td style="padding:8px 10px; border-bottom:1px solid rgba(148,163,184,0.22); font-size:12px; color:#334155; text-align:center; vertical-align:top;">3.9 min</td><td style="padding:8px 10px; border-bottom:1px solid rgba(148,163,184,0.22); font-size:12px; color:#334155; text-align:center; vertical-align:top;">1,472</td><td style="padding:8px 10px; border-bottom:1px solid rgba(148,163,184,0.22); font-size:12px; color:#334155; text-align:center; vertical-align:top; color:#7c3aed; font-weight:800; background:rgba(245,243,255,0.45);">10.18</td><td style="padding:8px 10px; border-bottom:1px solid rgba(148,163,184,0.22); font-size:12px; color:#334155; text-align:center; vertical-align:top; color:#7c3aed; font-weight:800; background:rgba(245,243,255,0.45);">49.6 s</td><td style="padding:8px 10px; border-bottom:1px solid rgba(148,163,184,0.22); font-size:12px; color:#334155; text-align:center; vertical-align:top; color:#7c3aed; font-weight:800; background:rgba(245,243,255,0.45);">490</td><td style="padding:8px 10px; border-bottom:1px solid rgba(148,163,184,0.22); font-size:12px; color:#334155; text-align:left; vertical-align:top; color:#475569; font-weight:600;">4.74x faster; much more concise</td></tr><tr><td style="padding:8px 10px; border-bottom:1px solid rgba(148,163,184,0.22); font-size:12px; color:#334155; text-align:center; vertical-align:top;">Q22</td><td style="padding:8px 10px; border-bottom:1px solid rgba(148,163,184,0.22); font-size:12px; color:#334155; text-align:center; vertical-align:top;">Math</td><td style="padding:8px 10px; border-bottom:1px solid rgba(148,163,184,0.22); font-size:12px; color:#334155; text-align:left; vertical-align:top;">2x2 eigen decomposition</td><td style="padding:8px 10px; border-bottom:1px solid rgba(148,163,184,0.22); font-size:12px; color:#334155; text-align:center; vertical-align:top;">6.31</td><td style="padding:8px 10px; border-bottom:1px solid rgba(148,163,184,0.22); font-size:12px; color:#334155; text-align:center; vertical-align:top;">12.3 min</td><td style="padding:8px 10px; border-bottom:1px solid rgba(148,163,184,0.22); font-size:12px; color:#334155; text-align:center; vertical-align:top;">4,662</td><td style="padding:8px 10px; border-bottom:1px solid rgba(148,163,184,0.22); font-size:12px; color:#334155; text-align:center; vertical-align:top; color:#7c3aed; font-weight:800; background:rgba(245,243,255,0.45);">11.28</td><td style="padding:8px 10px; border-bottom:1px solid rgba(148,163,184,0.22); font-size:12px; color:#334155; text-align:center; vertical-align:top; color:#7c3aed; font-weight:800; background:rgba(245,243,255,0.45);">4.5 min</td><td style="padding:8px 10px; border-bottom:1px solid rgba(148,163,184,0.22); font-size:12px; color:#334155; text-align:center; vertical-align:top; color:#7c3aed; font-weight:800; background:rgba(245,243,255,0.45);">3,058</td><td style="padding:8px 10px; border-bottom:1px solid rgba(148,163,184,0.22); font-size:12px; color:#334155; text-align:left; vertical-align:top; color:#475569; font-weight:600;">2.72x faster; more concise</td></tr><tr><td style="padding:8px 10px; border-bottom:1px solid rgba(148,163,184,0.22); font-size:12px; color:#334155; text-align:center; vertical-align:top;">Q23</td><td style="padding:8px 10px; border-bottom:1px solid rgba(148,163,184,0.22); font-size:12px; color:#334155; text-align:center; vertical-align:top;">Math</td><td style="padding:8px 10px; border-bottom:1px solid rgba(148,163,184,0.22); font-size:12px; color:#334155; text-align:left; vertical-align:top;">Induction proof</td><td style="padding:8px 10px; border-bottom:1px solid rgba(148,163,184,0.22); font-size:12px; color:#334155; text-align:center; vertical-align:top;">6.32</td><td style="padding:8px 10px; border-bottom:1px solid rgba(148,163,184,0.22); font-size:12px; color:#334155; text-align:center; vertical-align:top;">5.8 min</td><td style="padding:8px 10px; border-bottom:1px solid rgba(148,163,184,0.22); font-size:12px; color:#334155; text-align:center; vertical-align:top;">2,211</td><td style="padding:8px 10px; border-bottom:1px solid rgba(148,163,184,0.22); font-size:12px; color:#334155; text-align:center; vertical-align:top; color:#7c3aed; font-weight:800; background:rgba(245,243,255,0.45);">11.53</td><td style="padding:8px 10px; border-bottom:1px solid rgba(148,163,184,0.22); font-size:12px; color:#334155; text-align:center; vertical-align:top; color:#7c3aed; font-weight:800; background:rgba(245,243,255,0.45);">1.7 min</td><td style="padding:8px 10px; border-bottom:1px solid rgba(148,163,184,0.22); font-size:12px; color:#334155; text-align:center; vertical-align:top; color:#7c3aed; font-weight:800; background:rgba(245,243,255,0.45);">1,193</td><td style="padding:8px 10px; border-bottom:1px solid rgba(148,163,184,0.22); font-size:12px; color:#334155; text-align:left; vertical-align:top; color:#475569; font-weight:600;">3.34x faster; much more concise</td></tr><tr><td style="padding:8px 10px; border-bottom:1px solid rgba(148,163,184,0.22); font-size:12px; color:#334155; text-align:center; vertical-align:top;">Q24</td><td style="padding:8px 10px; border-bottom:1px solid rgba(148,163,184,0.22); font-size:12px; color:#334155; text-align:center; vertical-align:top;">Math</td><td style="padding:8px 10px; border-bottom:1px solid rgba(148,163,184,0.22); font-size:12px; color:#334155; text-align:left; vertical-align:top;">Bayes disease test</td><td style="padding:8px 10px; border-bottom:1px solid rgba(148,163,184,0.22); font-size:12px; color:#334155; text-align:center; vertical-align:top;">6.34</td><td style="padding:8px 10px; border-bottom:1px solid rgba(148,163,184,0.22); font-size:12px; color:#334155; text-align:center; vertical-align:top;">5.0 min</td><td style="padding:8px 10px; border-bottom:1px solid rgba(148,163,184,0.22); font-size:12px; color:#334155; text-align:center; vertical-align:top;">1,878</td><td style="padding:8px 10px; border-bottom:1px solid rgba(148,163,184,0.22); font-size:12px; color:#334155; text-align:center; vertical-align:top; color:#7c3aed; font-weight:800; background:rgba(245,243,255,0.45);">11.38</td><td style="padding:8px 10px; border-bottom:1px solid rgba(148,163,184,0.22); font-size:12px; color:#334155; text-align:center; vertical-align:top; color:#7c3aed; font-weight:800; background:rgba(245,243,255,0.45);">3.2 min</td><td style="padding:8px 10px; border-bottom:1px solid rgba(148,163,184,0.22); font-size:12px; color:#334155; text-align:center; vertical-align:top; color:#7c3aed; font-weight:800; background:rgba(245,243,255,0.45);">2,156</td><td style="padding:8px 10px; border-bottom:1px solid rgba(148,163,184,0.22); font-size:12px; color:#334155; text-align:left; vertical-align:top; color:#475569; font-weight:600;">1.56x faster; more expansive</td></tr><tr><td style="padding:8px 10px; border-bottom:1px solid rgba(148,163,184,0.22); font-size:12px; color:#334155; text-align:center; vertical-align:top;">Q25</td><td style="padding:8px 10px; border-bottom:1px solid rgba(148,163,184,0.22); font-size:12px; color:#334155; text-align:center; vertical-align:top;">Math</td><td style="padding:8px 10px; border-bottom:1px solid rgba(148,163,184,0.22); font-size:12px; color:#334155; text-align:left; vertical-align:top;">Integration by parts</td><td style="padding:8px 10px; border-bottom:1px solid rgba(148,163,184,0.22); font-size:12px; color:#334155; text-align:center; vertical-align:top;">6.29</td><td style="padding:8px 10px; border-bottom:1px solid rgba(148,163,184,0.22); font-size:12px; color:#334155; text-align:center; vertical-align:top;">5.5 min</td><td style="padding:8px 10px; border-bottom:1px solid rgba(148,163,184,0.22); font-size:12px; color:#334155; text-align:center; vertical-align:top;">2,064</td><td style="padding:8px 10px; border-bottom:1px solid rgba(148,163,184,0.22); font-size:12px; color:#334155; text-align:center; vertical-align:top; color:#7c3aed; font-weight:800; background:rgba(245,243,255,0.45);">11.80</td><td style="padding:8px 10px; border-bottom:1px solid rgba(148,163,184,0.22); font-size:12px; color:#334155; text-align:center; vertical-align:top; color:#7c3aed; font-weight:800; background:rgba(245,243,255,0.45);">3.5 min</td><td style="padding:8px 10px; border-bottom:1px solid rgba(148,163,184,0.22); font-size:12px; color:#334155; text-align:center; vertical-align:top; color:#7c3aed; font-weight:800; background:rgba(245,243,255,0.45);">2,493</td><td style="padding:8px 10px; border-bottom:1px solid rgba(148,163,184,0.22); font-size:12px; color:#334155; text-align:left; vertical-align:top; color:#475569; font-weight:600;">1.55x faster; more expansive</td></tr><tr><td style="padding:8px 10px; border-bottom:1px solid rgba(148,163,184,0.22); font-size:12px; color:#334155; text-align:center; vertical-align:top;">Q26</td><td style="padding:8px 10px; border-bottom:1px solid rgba(148,163,184,0.22); font-size:12px; color:#334155; text-align:center; vertical-align:top;">Math</td><td style="padding:8px 10px; border-bottom:1px solid rgba(148,163,184,0.22); font-size:12px; color:#334155; text-align:left; vertical-align:top;">Central Limit Theorem</td><td style="padding:8px 10px; border-bottom:1px solid rgba(148,163,184,0.22); font-size:12px; color:#334155; text-align:center; vertical-align:top;">6.24</td><td style="padding:8px 10px; border-bottom:1px solid rgba(148,163,184,0.22); font-size:12px; color:#334155; text-align:center; vertical-align:top;">8.8 min</td><td style="padding:8px 10px; border-bottom:1px solid rgba(148,163,184,0.22); font-size:12px; color:#334155; text-align:center; vertical-align:top;">3,289</td><td style="padding:8px 10px; border-bottom:1px solid rgba(148,163,184,0.22); font-size:12px; color:#334155; text-align:center; vertical-align:top; color:#7c3aed; font-weight:800; background:rgba(245,243,255,0.45);">8.26</td><td style="padding:8px 10px; border-bottom:1px solid rgba(148,163,184,0.22); font-size:12px; color:#334155; text-align:center; vertical-align:top; color:#7c3aed; font-weight:800; background:rgba(245,243,255,0.45);">4.1 min</td><td style="padding:8px 10px; border-bottom:1px solid rgba(148,163,184,0.22); font-size:12px; color:#334155; text-align:center; vertical-align:top; color:#7c3aed; font-weight:800; background:rgba(245,243,255,0.45);">2,046</td><td style="padding:8px 10px; border-bottom:1px solid rgba(148,163,184,0.22); font-size:12px; color:#334155; text-align:left; vertical-align:top; color:#475569; font-weight:600;">2.12x faster; more concise</td></tr><tr><td style="padding:8px 10px; border-bottom:1px solid rgba(148,163,184,0.22); font-size:12px; color:#334155; text-align:center; vertical-align:top;">Q27</td><td style="padding:8px 10px; border-bottom:1px solid rgba(148,163,184,0.22); font-size:12px; color:#334155; text-align:center; vertical-align:top;">Edge</td><td style="padding:8px 10px; border-bottom:1px solid rgba(148,163,184,0.22); font-size:12px; color:#334155; text-align:left; vertical-align:top;">Strict JSON output</td><td style="padding:8px 10px; border-bottom:1px solid rgba(148,163,184,0.22); font-size:12px; color:#334155; text-align:center; vertical-align:top;">6.32</td><td style="padding:8px 10px; border-bottom:1px solid rgba(148,163,184,0.22); font-size:12px; color:#334155; text-align:center; vertical-align:top;">3.6 min</td><td style="padding:8px 10px; border-bottom:1px solid rgba(148,163,184,0.22); font-size:12px; color:#334155; text-align:center; vertical-align:top;">1,350</td><td style="padding:8px 10px; border-bottom:1px solid rgba(148,163,184,0.22); font-size:12px; color:#334155; text-align:center; vertical-align:top; color:#7c3aed; font-weight:800; background:rgba(245,243,255,0.45);">10.43</td><td style="padding:8px 10px; border-bottom:1px solid rgba(148,163,184,0.22); font-size:12px; color:#334155; text-align:center; vertical-align:top; color:#7c3aed; font-weight:800; background:rgba(245,243,255,0.45);">23.1 s</td><td style="padding:8px 10px; border-bottom:1px solid rgba(148,163,184,0.22); font-size:12px; color:#334155; text-align:center; vertical-align:top; color:#7c3aed; font-weight:800; background:rgba(245,243,255,0.45);">225</td><td style="padding:8px 10px; border-bottom:1px solid rgba(148,163,184,0.22); font-size:12px; color:#334155; text-align:left; vertical-align:top; color:#475569; font-weight:600;">9.28x faster; much more concise</td></tr><tr><td style="padding:8px 10px; border-bottom:1px solid rgba(148,163,184,0.22); font-size:12px; color:#334155; text-align:center; vertical-align:top;">Q28</td><td style="padding:8px 10px; border-bottom:1px solid rgba(148,163,184,0.22); font-size:12px; color:#334155; text-align:center; vertical-align:top;">Edge</td><td style="padding:8px 10px; border-bottom:1px solid rgba(148,163,184,0.22); font-size:12px; color:#334155; text-align:left; vertical-align:top;">Exact token pattern</td><td style="padding:8px 10px; border-bottom:1px solid rgba(148,163,184,0.22); font-size:12px; color:#334155; text-align:center; vertical-align:top;">6.37</td><td style="padding:8px 10px; border-bottom:1px solid rgba(148,163,184,0.22); font-size:12px; color:#334155; text-align:center; vertical-align:top;">52.4 s</td><td style="padding:8px 10px; border-bottom:1px solid rgba(148,163,184,0.22); font-size:12px; color:#334155; text-align:center; vertical-align:top;">328</td><td style="padding:8px 10px; border-bottom:1px solid rgba(148,163,184,0.22); font-size:12px; color:#334155; text-align:center; vertical-align:top; color:#7c3aed; font-weight:800; background:rgba(245,243,255,0.45);">12.15</td><td style="padding:8px 10px; border-bottom:1px solid rgba(148,163,184,0.22); font-size:12px; color:#334155; text-align:center; vertical-align:top; color:#7c3aed; font-weight:800; background:rgba(245,243,255,0.45);">29.9 s</td><td style="padding:8px 10px; border-bottom:1px solid rgba(148,163,184,0.22); font-size:12px; color:#334155; text-align:center; vertical-align:top; color:#7c3aed; font-weight:800; background:rgba(245,243,255,0.45);">345</td><td style="padding:8px 10px; border-bottom:1px solid rgba(148,163,184,0.22); font-size:12px; color:#334155; text-align:left; vertical-align:top; color:#475569; font-weight:600;">1.75x faster; similar length</td></tr><tr><td style="padding:8px 10px; border-bottom:1px solid rgba(148,163,184,0.22); font-size:12px; color:#334155; text-align:center; vertical-align:top;">Q29</td><td style="padding:8px 10px; border-bottom:1px solid rgba(148,163,184,0.22); font-size:12px; color:#334155; text-align:center; vertical-align:top;">Edge</td><td style="padding:8px 10px; border-bottom:1px solid rgba(148,163,184,0.22); font-size:12px; color:#334155; text-align:left; vertical-align:top;">Forbidden-word explanation</td><td style="padding:8px 10px; border-bottom:1px solid rgba(148,163,184,0.22); font-size:12px; color:#334155; text-align:center; vertical-align:top;">6.71</td><td style="padding:8px 10px; border-bottom:1px solid rgba(148,163,184,0.22); font-size:12px; color:#334155; text-align:center; vertical-align:top;">5.1 min</td><td style="padding:8px 10px; border-bottom:1px solid rgba(148,163,184,0.22); font-size:12px; color:#334155; text-align:center; vertical-align:top;">2,040</td><td style="padding:8px 10px; border-bottom:1px solid rgba(148,163,184,0.22); font-size:12px; color:#334155; text-align:center; vertical-align:top; color:#7c3aed; font-weight:800; background:rgba(245,243,255,0.45);">7.62</td><td style="padding:8px 10px; border-bottom:1px solid rgba(148,163,184,0.22); font-size:12px; color:#334155; text-align:center; vertical-align:top; color:#7c3aed; font-weight:800; background:rgba(245,243,255,0.45);">3.5 min</td><td style="padding:8px 10px; border-bottom:1px solid rgba(148,163,184,0.22); font-size:12px; color:#334155; text-align:center; vertical-align:top; color:#7c3aed; font-weight:800; background:rgba(245,243,255,0.45);">1,573</td><td style="padding:8px 10px; border-bottom:1px solid rgba(148,163,184,0.22); font-size:12px; color:#334155; text-align:left; vertical-align:top; color:#475569; font-weight:600;">1.47x faster; more concise</td></tr><tr><td style="padding:8px 10px; border-bottom:1px solid rgba(148,163,184,0.22); font-size:12px; color:#334155; text-align:center; vertical-align:top;">Q30</td><td style="padding:8px 10px; border-bottom:1px solid rgba(148,163,184,0.22); font-size:12px; color:#334155; text-align:center; vertical-align:top;">Edge</td><td style="padding:8px 10px; border-bottom:1px solid rgba(148,163,184,0.22); font-size:12px; color:#334155; text-align:left; vertical-align:top;">Ignore noisy input</td><td style="padding:8px 10px; border-bottom:1px solid rgba(148,163,184,0.22); font-size:12px; color:#334155; text-align:center; vertical-align:top;">6.35</td><td style="padding:8px 10px; border-bottom:1px solid rgba(148,163,184,0.22); font-size:12px; color:#334155; text-align:center; vertical-align:top;">44.5 s</td><td style="padding:8px 10px; border-bottom:1px solid rgba(148,163,184,0.22); font-size:12px; color:#334155; text-align:center; vertical-align:top;">275</td><td style="padding:8px 10px; border-bottom:1px solid rgba(148,163,184,0.22); font-size:12px; color:#334155; text-align:center; vertical-align:top; color:#7c3aed; font-weight:800; background:rgba(245,243,255,0.45);">10.94</td><td style="padding:8px 10px; border-bottom:1px solid rgba(148,163,184,0.22); font-size:12px; color:#334155; text-align:center; vertical-align:top; color:#7c3aed; font-weight:800; background:rgba(245,243,255,0.45);">11.4 s</td><td style="padding:8px 10px; border-bottom:1px solid rgba(148,163,184,0.22); font-size:12px; color:#334155; text-align:center; vertical-align:top; color:#7c3aed; font-weight:800; background:rgba(245,243,255,0.45);">109</td><td style="padding:8px 10px; border-bottom:1px solid rgba(148,163,184,0.22); font-size:12px; color:#334155; text-align:left; vertical-align:top; color:#475569; font-weight:600;">3.89x faster; much more concise</td></tr></tbody></table></div>

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🧭 5. Domain Reading

<div style="font-family: -apple-system, BlinkMacSystemFont, 'Segoe UI', Roboto, sans-serif; display: flex; flex-direction: column; gap: 16px; margin-bottom: 24px;">

<div style="border: 1px solid #cbd5e1; border-radius: 12px; overflow: hidden; background: #ffffff;"><div style="background: linear-gradient(135deg, #7c3aed 0%, #5b21b6 100%); padding: 10px 14px; color: white; font-weight: 800; font-size: 14px;">Logic</div><div style="padding: 14px; font-size: 13px; color: #334155; line-height: 1.7;">Logic prompts show a strong latency reduction, especially on the box-label puzzle and the HH-vs-TH stopping problem. The MTP model tends to reach the same kind of structured decision path with fewer generated tokens, making it useful when reasoning traces need to stay readable and quick.</div></div>

<div style="border: 1px solid #cbd5e1; border-radius: 12px; overflow: hidden; background: #ffffff;"><div style="background: linear-gradient(135deg, #0284c7 0%, #0369a1 100%); padding: 10px 14px; color: white; font-weight: 800; font-size: 14px;">Coding</div><div style="padding: 14px; font-size: 13px; color: #334155; line-height: 1.7;">Coding is one of the most practical wins. Thread-safe caching, interval merging, CSV streaming, C++ LRU, SQL, and Bash backup tasks all become substantially faster. Q6 is intentionally more expansive, but the broader coding group remains much faster overall.</div></div>

<div style="border: 1px solid #cbd5e1; border-radius: 12px; overflow: hidden; background: #ffffff;"><div style="background: linear-gradient(135deg, #10b981 0%, #047857 100%); padding: 10px 14px; color: white; font-weight: 800; font-size: 14px;">DevOps</div><div style="padding: 14px; font-size: 13px; color: #334155; line-height: 1.7;">DevOps prompts benefit from concise operational structure. Nginx, OOM diagnosis, systemd, Kubernetes rollback, Docker command semantics, and Prometheus monitoring all show faster completion while preserving stepwise command-oriented guidance.</div></div>

<div style="border: 1px solid #cbd5e1; border-radius: 12px; overflow: hidden; background: #ffffff;"><div style="background: linear-gradient(135deg, #7c3aed 0%, #4c1d95 100%); padding: 10px 14px; color: white; font-weight: 800; font-size: 14px;">Math & Edge Tasks</div><div style="padding: 14px; font-size: 13px; color: #334155; line-height: 1.7;">Math has the highest MTP throughput among the five domains. Edge tasks show the sharpest wall-clock wins, especially strict JSON and noisy-input filtering, where the model can quickly settle into the required output pattern.</div></div>

</div>

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🎯 6. Recommended Use Cases

• Agentic coding and code review assistance.
• DevOps runbooks, configuration generation, and incident diagnosis.
• Multi-step math and probability derivations.
• Structured reasoning with explicit intermediate logic.
• Fast constrained output generation where latency matters.

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<div style="font-family: -apple-system, BlinkMacSystemFont, 'Segoe UI', Roboto, sans-serif; border: 1px solid #cbd5e1; border-radius: 16px; box-shadow: 0 10px 15px -3px rgba(0,0,0,0.05); overflow: hidden; background: #ffffff; margin: 28px 0;">

<div style="background: linear-gradient(135deg, #7c3aed 0%, #4c1d95 100%); padding: 18px 22px; color: white; font-weight: 800; font-size: 16px;">Resources, Acknowledgements & Citation</div>

<div style="padding: 20px; display: grid; grid-template-columns: repeat(auto-fit, minmax(240px, 1fr)); gap: 16px;">

<div style="border:1px solid #e2e8f0; border-radius:10px; padding:14px; background:#fafafa;"><span style="font-weight:800; color:#6d28d9; font-size:13px; display:block; margin-bottom:8px;">📚 Resources</span><span style="font-size:13px; color:#334155; line-height:1.6;">Finetuning guide and reproduction code: <a href="https://github.com/R6410418/Jackrong-llm-finetuning-guide.git" target="_blank" style="color:#7c3aed; font-weight:700; text-decoration:none;">Jackrong-llm-finetuning-guide</a></span></div>

<div style="border:1px solid #e2e8f0; border-radius:10px; padding:14px; background:#fafafa;"><span style="font-weight:800; color:#047857; font-size:13px; display:block; margin-bottom:8px;">🙏 Acknowledgements</span><span style="font-size:13px; color:#334155; line-height:1.6;">Thanks to the Qwen team, Unsloth, open-source contributors, and <b>Kyle Hessling</b> for close collaboration on hardware and training infrastructure.</span></div>

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<div style="padding: 0 20px 20px 20px;">

<div style="border:1px solid #ddd6fe; border-radius:10px; background:#faf5ff; padding:14px;">

<span style="font-weight:800; color:#6d28d9; font-size:13px; display:block; margin-bottom:8px;">📖 Citation</span>

<pre style="margin:0; white-space:pre-wrap; font-size:12px; line-height:1.5; color:#334155; background:#ffffff; border:1px solid #e9d5ff; border-radius:8px; padding:12px;"><code>@misc{qwopus36_27b_v2_mtp_2026,

title = {Qwopus3.6-27B-v2-MTP},

author = {Jack Rong},

year = {2026},

note = {Qwen3.6-27B based Multi-Token Prediction reasoning model},

howpublished = {Hugging Face model card}

}</code></pre>

</div>

</div>

</div>