messages listlengths 3 3 | model stringclasses 1
value | difficulty stringclasses 2
values | category stringclasses 138
values | tokens int64 4k 6.67k | cost stringlengths 6 9 | grade stringclasses 16
values |
|---|---|---|---|---|---|---|
[
{
"role": "system",
"content": "You are an elite software engineer AI who thinks and responds like a real person. Reason through problems with natural, practical, human intuition and write exceptionally clean, brilliant code."
},
{
"role": "user",
"content": "Design an SSA construction pass spec... | claude-sonnet-4.6/gemini-3.1-pro-preview | Hard | Static Single Assignment (SSA) Intermediate Representation Generation, Cytron-Ferrante-Rosen-Wegman-Zadeck Algorithm, Python | 4,071 | 0.091597$ | yes, 9.3/10 |
[
{
"role": "system",
"content": "You are an elite software engineer AI who thinks and responds like a real person. Reason through problems with natural, practical, human intuition and write exceptionally clean, brilliant code."
},
{
"role": "user",
"content": "Create an SSA-based obfuscator. The ... | claude-sonnet-4.6/gemini-3.1-pro-preview | Extreme | Static Single Assignment (SSA) Intermediate Representation Generation, Cytron-Ferrante-Rosen-Wegman-Zadeck Algorithm, Python | 4,392 | 0.09882$ | yes, 9.8/10 |
[
{
"role": "system",
"content": "You are an elite software engineer AI who thinks and responds like a real person. Reason through problems with natural, practical, human intuition and write exceptionally clean, brilliant code."
},
{
"role": "user",
"content": "Implement a Formal Verification tool... | claude-sonnet-4.6/gemini-3.1-pro-preview | Extreme | Static Single Assignment (SSA) Intermediate Representation Generation, Cytron-Ferrante-Rosen-Wegman-Zadeck Algorithm, Python | 4,009 | 0.090203$ | yes, 9.2/10 |
[
{
"role": "system",
"content": "You are an elite software engineer AI who thinks and responds like a real person. Reason through problems with natural, practical, human intuition and write exceptionally clean, brilliant code."
},
{
"role": "user",
"content": "Develop an SSA engine for 'Taint Ana... | claude-sonnet-4.6/gemini-3.1-pro-preview | Hard | Static Single Assignment (SSA) Intermediate Representation Generation, Cytron-Ferrante-Rosen-Wegman-Zadeck Algorithm, Python | 4,218 | 0.094905$ | yes, 9.9/10 |
[
{
"role": "system",
"content": "You are an elite software engineer AI who thinks and responds like a real person. Reason through problems with natural, practical, human intuition and write exceptionally clean, brilliant code."
},
{
"role": "user",
"content": "Create an SSA engine for 'Auto-Vecto... | claude-sonnet-4.6/gemini-3.1-pro-preview | Hard | Static Single Assignment (SSA) Intermediate Representation Generation, Cytron-Ferrante-Rosen-Wegman-Zadeck Algorithm, Python | 5,128 | 0.11538$ | yes, 9.2/10 |
[
{
"role": "system",
"content": "You are an elite software engineer AI who thinks and responds like a real person. Reason through problems with natural, practical, human intuition and write exceptionally clean, brilliant code."
},
{
"role": "user",
"content": "Implement an SSA engine for 'Data-Fl... | claude-sonnet-4.6/gemini-3.1-pro-preview | Hard | Static Single Assignment (SSA) Intermediate Representation Generation, Cytron-Ferrante-Rosen-Wegman-Zadeck Algorithm, Python | 4,045 | 0.091012$ | yes, 9.1/10 |
[
{
"role": "system",
"content": "You are an elite software engineer AI who thinks and responds like a real person. Reason through problems with natural, practical, human intuition and write exceptionally clean, brilliant code."
},
{
"role": "user",
"content": "Design a 'Streaming SSA' engine that... | claude-sonnet-4.6/gemini-3.1-pro-preview | Extreme | Static Single Assignment (SSA) Intermediate Representation Generation, Semi-Pruned SSA Form Construction, Python | 4,023 | 0.090517$ | yes, 9.6/10 |
[
{
"role": "system",
"content": "You are an elite software engineer AI who thinks and responds like a real person. Reason through problems with natural, practical, human intuition and write exceptionally clean, brilliant code."
},
{
"role": "user",
"content": "Create a Semi-Pruned SSA engine that... | claude-sonnet-4.6/gemini-3.1-pro-preview | Hard | Static Single Assignment (SSA) Intermediate Representation Generation, Semi-Pruned SSA Form Construction, Python | 4,069 | 0.091552$ | yes, 9.1/10 |
[
{
"role": "system",
"content": "You are an elite software engineer AI who thinks and responds like a real person. Reason through problems with natural, practical, human intuition and write exceptionally clean, brilliant code."
},
{
"role": "user",
"content": "Create an 'SSA-to-Machine-Code' back... | claude-sonnet-4.6/gemini-3.1-pro-preview | Extreme | Static Single Assignment (SSA) Intermediate Representation Generation, Semi-Pruned SSA Form Construction, Python | 4,703 | 0.105817$ | yes, 9.9/10 |
[
{
"role": "system",
"content": "You are an elite software engineer AI who thinks and responds like a real person. Reason through problems with natural, practical, human intuition and write exceptionally clean, brilliant code."
},
{
"role": "user",
"content": "Implement a 'Compression-Focused SSA... | claude-sonnet-4.6/gemini-3.1-pro-preview | Hard | Static Single Assignment (SSA) Intermediate Representation Generation, Semi-Pruned SSA Form Construction, Python | 4,275 | 0.096188$ | yes, 8.8/10 |
[
{
"role": "system",
"content": "You are an elite software engineer AI who thinks and responds like a real person. Reason through problems with natural, practical, human intuition and write exceptionally clean, brilliant code."
},
{
"role": "user",
"content": "Design a 'Time-Travel' SCCP debugger... | claude-sonnet-4.6/gemini-3.1-pro-preview | Extreme | Static Single Assignment (SSA) Intermediate Representation Generation, Sparse Conditional Constant Propagation (SCCP), Python | 4,179 | 0.094028$ | yes, 9.0/10 |
[
{
"role": "system",
"content": "You are an elite software engineer AI who thinks and responds like a real person. Reason through problems with natural, practical, human intuition and write exceptionally clean, brilliant code."
},
{
"role": "user",
"content": "Implement a 'Global Value Numbering'... | claude-sonnet-4.6/gemini-3.1-pro-preview | Hard | Static Single Assignment (SSA) Intermediate Representation Generation, Global Value Numbering (GVN) on SSA IR, Python | 4,067 | 0.091508$ | yes, 9.1/10 |
[
{
"role": "system",
"content": "You are an elite software engineer AI who thinks and responds like a real person. Reason through problems with natural, practical, human intuition and write exceptionally clean, brilliant code."
},
{
"role": "user",
"content": "Design and implement a WebGPU-based ... | claude-sonnet-4.6/gemini-3.1-pro-preview | Extreme | Neural Network Weight Quantization and Pruning Algorithms, Unstructured Magnitude Pruning with Weight Rewinding, HTML with CSS and JS | 4,249 | 0.095603$ | yes, 8.7/10 |
[
{
"role": "system",
"content": "You are an elite software engineer AI who thinks and responds like a real person. Reason through problems with natural, practical, human intuition and write exceptionally clean, brilliant code."
},
{
"role": "user",
"content": "Develop a custom WebAssembly (WASM) ... | claude-sonnet-4.6/gemini-3.1-pro-preview | Extreme | Neural Network Weight Quantization and Pruning Algorithms, Unstructured Magnitude Pruning with Weight Rewinding, HTML with CSS and JS | 5,225 | 0.117562$ | yes, 9.8/10 |
[
{
"role": "system",
"content": "You are an elite software engineer AI who thinks and responds like a real person. Reason through problems with natural, practical, human intuition and write exceptionally clean, brilliant code."
},
{
"role": "user",
"content": "Create a JS-based training loop orch... | claude-sonnet-4.6/gemini-3.1-pro-preview | Hard | Neural Network Weight Quantization and Pruning Algorithms, Unstructured Magnitude Pruning with Weight Rewinding, HTML with CSS and JS | 4,856 | 0.10926$ | yes, 9.5/10 |
[
{
"role": "system",
"content": "You are an elite software engineer AI who thinks and responds like a real person. Reason through problems with natural, practical, human intuition and write exceptionally clean, brilliant code."
},
{
"role": "user",
"content": "Implement a 'Bit-Sliced Weight Rewin... | claude-sonnet-4.6/gemini-3.1-pro-preview | Extreme | Neural Network Weight Quantization and Pruning Algorithms, Unstructured Magnitude Pruning with Weight Rewinding, HTML with CSS and JS | 4,541 | 0.102172$ | yes, 9.9/10 |
[
{
"role": "system",
"content": "You are an elite software engineer AI who thinks and responds like a real person. Reason through problems with natural, practical, human intuition and write exceptionally clean, brilliant code."
},
{
"role": "user",
"content": "Design a CSS-based visualization for... | claude-sonnet-4.6/gemini-3.1-pro-preview | Hard | Neural Network Weight Quantization and Pruning Algorithms, Unstructured Magnitude Pruning with Weight Rewinding, HTML with CSS and JS | 4,177 | 0.093982$ | yes, 9.9/10 |
[
{
"role": "system",
"content": "You are an elite software engineer AI who thinks and responds like a real person. Reason through problems with natural, practical, human intuition and write exceptionally clean, brilliant code."
},
{
"role": "user",
"content": "Implement a JS-based Bloom Filter to... | claude-sonnet-4.6/gemini-3.1-pro-preview | Hard | Neural Network Weight Quantization and Pruning Algorithms, Unstructured Magnitude Pruning with Weight Rewinding, HTML with CSS and JS | 4,647 | 0.104557$ | yes, 8.8/10 |
[
{
"role": "system",
"content": "You are an elite software engineer AI who thinks and responds like a real person. Reason through problems with natural, practical, human intuition and write exceptionally clean, brilliant code."
},
{
"role": "user",
"content": "Create a 'Sub-Tensor Rewinding' syst... | claude-sonnet-4.6/gemini-3.1-pro-preview | Extreme | Neural Network Weight Quantization and Pruning Algorithms, Unstructured Magnitude Pruning with Weight Rewinding, HTML with CSS and JS | 4,074 | 0.091665$ | yes, 8.8/10 |
[
{
"role": "system",
"content": "You are an elite software engineer AI who thinks and responds like a real person. Reason through problems with natural, practical, human intuition and write exceptionally clean, brilliant code."
},
{
"role": "user",
"content": "Build a 'Dynamic Pruning Scheduler' ... | claude-sonnet-4.6/gemini-3.1-pro-preview | Hard | Neural Network Weight Quantization and Pruning Algorithms, Unstructured Magnitude Pruning with Weight Rewinding, HTML with CSS and JS | 4,748 | 0.10683$ | yes, 9.2/10 |
[
{
"role": "system",
"content": "You are an elite software engineer AI who thinks and responds like a real person. Reason through problems with natural, practical, human intuition and write exceptionally clean, brilliant code."
},
{
"role": "user",
"content": "Implement a lock-free Sparse-Pruning... | claude-sonnet-4.6/gemini-3.1-pro-preview | Extreme | Neural Network Weight Quantization and Pruning Algorithms, Unstructured Magnitude Pruning with Weight Rewinding, HTML with CSS and JS | 4,045 | 0.091012$ | yes, 9.7/10 |
[
{
"role": "system",
"content": "You are an elite software engineer AI who thinks and responds like a real person. Reason through problems with natural, practical, human intuition and write exceptionally clean, brilliant code."
},
{
"role": "user",
"content": "Design a protocol for 'Quantized Wei... | claude-sonnet-4.6/gemini-3.1-pro-preview | Hard | Neural Network Weight Quantization and Pruning Algorithms, Unstructured Magnitude Pruning with Weight Rewinding, HTML with CSS and JS | 4,423 | 0.099517$ | yes, 9.1/10 |
[
{
"role": "system",
"content": "You are an elite software engineer AI who thinks and responds like a real person. Reason through problems with natural, practical, human intuition and write exceptionally clean, brilliant code."
},
{
"role": "user",
"content": "Implement an 'Incremental Weight Rew... | claude-sonnet-4.6/gemini-3.1-pro-preview | Hard | Neural Network Weight Quantization and Pruning Algorithms, Unstructured Magnitude Pruning with Weight Rewinding, HTML with CSS and JS | 4,287 | 0.096458$ | yes, 9.0/10 |
[
{
"role": "system",
"content": "You are an elite software engineer AI who thinks and responds like a real person. Reason through problems with natural, practical, human intuition and write exceptionally clean, brilliant code."
},
{
"role": "user",
"content": "Create a JS library for 'Elastic Wei... | claude-sonnet-4.6/gemini-3.1-pro-preview | Extreme | Neural Network Weight Quantization and Pruning Algorithms, Unstructured Magnitude Pruning with Weight Rewinding, HTML with CSS and JS | 4,271 | 0.096097$ | yes, 9.2/10 |
[
{
"role": "system",
"content": "You are an elite software engineer AI who thinks and responds like a real person. Reason through problems with natural, practical, human intuition and write exceptionally clean, brilliant code."
},
{
"role": "user",
"content": "Implement a 'Topological Pruning' vi... | claude-sonnet-4.6/gemini-3.1-pro-preview | Hard | Neural Network Weight Quantization and Pruning Algorithms, Unstructured Magnitude Pruning with Weight Rewinding, HTML with CSS and JS | 4,788 | 0.10773$ | yes, 8.6/10 |
[
{
"role": "system",
"content": "You are an elite software engineer AI who thinks and responds like a real person. Reason through problems with natural, practical, human intuition and write exceptionally clean, brilliant code."
},
{
"role": "user",
"content": "Build a 'Neural Architecture Search'... | claude-sonnet-4.6/gemini-3.1-pro-preview | Extreme | Neural Network Weight Quantization and Pruning Algorithms, Unstructured Magnitude Pruning with Weight Rewinding, HTML with CSS and JS | 4,630 | 0.104175$ | yes, 9.5/10 |
[
{
"role": "system",
"content": "You are an elite software engineer AI who thinks and responds like a real person. Reason through problems with natural, practical, human intuition and write exceptionally clean, brilliant code."
},
{
"role": "user",
"content": "Implement a 'Stochastic Magnitude Pr... | claude-sonnet-4.6/gemini-3.1-pro-preview | Hard | Neural Network Weight Quantization and Pruning Algorithms, Unstructured Magnitude Pruning with Weight Rewinding, HTML with CSS and JS | 4,942 | 0.111195$ | yes, 8.6/10 |
[
{
"role": "system",
"content": "You are an elite software engineer AI who thinks and responds like a real person. Reason through problems with natural, practical, human intuition and write exceptionally clean, brilliant code."
},
{
"role": "user",
"content": "Create a 'Zero-JS' Inference Engine ... | claude-sonnet-4.6/gemini-3.1-pro-preview | Extreme | Neural Network Weight Quantization and Pruning Algorithms, Unstructured Magnitude Pruning with Weight Rewinding, HTML with CSS and JS | 4,757 | 0.107033$ | yes, 8.8/10 |
[
{
"role": "system",
"content": "You are an elite software engineer AI who thinks and responds like a real person. Reason through problems with natural, practical, human intuition and write exceptionally clean, brilliant code."
},
{
"role": "user",
"content": "Implement 'Iterative Pruning with Le... | claude-sonnet-4.6/gemini-3.1-pro-preview | Hard | Neural Network Weight Quantization and Pruning Algorithms, Unstructured Magnitude Pruning with Weight Rewinding, HTML with CSS and JS | 4,107 | 0.092408$ | yes, 9.0/10 |
[
{
"role": "system",
"content": "You are an elite software engineer AI who thinks and responds like a real person. Reason through problems with natural, practical, human intuition and write exceptionally clean, brilliant code."
},
{
"role": "user",
"content": "Write a 'Magnitude-Pruned Weight' ga... | claude-sonnet-4.6/gemini-3.1-pro-preview | Extreme | Neural Network Weight Quantization and Pruning Algorithms, Unstructured Magnitude Pruning with Weight Rewinding, HTML with CSS and JS | 4,313 | 0.097043$ | yes, 9.4/10 |
[
{
"role": "system",
"content": "You are an elite software engineer AI who thinks and responds like a real person. Reason through problems with natural, practical, human intuition and write exceptionally clean, brilliant code."
},
{
"role": "user",
"content": "Implement 'One-Shot Magnitude Prunin... | claude-sonnet-4.6/gemini-3.1-pro-preview | Hard | Neural Network Weight Quantization and Pruning Algorithms, Unstructured Magnitude Pruning with Weight Rewinding, HTML with CSS and JS | 4,782 | 0.107595$ | yes, 9.6/10 |
[
{
"role": "system",
"content": "You are an elite software engineer AI who thinks and responds like a real person. Reason through problems with natural, practical, human intuition and write exceptionally clean, brilliant code."
},
{
"role": "user",
"content": "Create a 'Weight-Saliency Explorer' ... | claude-sonnet-4.6/gemini-3.1-pro-preview | Extreme | Neural Network Weight Quantization and Pruning Algorithms, Unstructured Magnitude Pruning with Weight Rewinding, HTML with CSS and JS | 4,456 | 0.10026$ | yes, 9.6/10 |
[
{
"role": "system",
"content": "You are an elite software engineer AI who thinks and responds like a real person. Reason through problems with natural, practical, human intuition and write exceptionally clean, brilliant code."
},
{
"role": "user",
"content": "Develop a 'Mobile-First' pruning lib... | claude-sonnet-4.6/gemini-3.1-pro-preview | Hard | Neural Network Weight Quantization and Pruning Algorithms, Unstructured Magnitude Pruning with Weight Rewinding, HTML with CSS and JS | 4,399 | 0.098977$ | yes, 9.2/10 |
[
{
"role": "system",
"content": "You are an elite software engineer AI who thinks and responds like a real person. Reason through problems with natural, practical, human intuition and write exceptionally clean, brilliant code."
},
{
"role": "user",
"content": "Implement a 'Bit-Parallel Pruning' a... | claude-sonnet-4.6/gemini-3.1-pro-preview | Extreme | Neural Network Weight Quantization and Pruning Algorithms, Unstructured Magnitude Pruning with Weight Rewinding, HTML with CSS and JS | 4,475 | 0.100687$ | yes, 9.4/10 |
[
{
"role": "system",
"content": "You are an elite software engineer AI who thinks and responds like a real person. Reason through problems with natural, practical, human intuition and write exceptionally clean, brilliant code."
},
{
"role": "user",
"content": "Develop a 'Meta-Pruning' optimizer i... | claude-sonnet-4.6/gemini-3.1-pro-preview | Extreme | Neural Network Weight Quantization and Pruning Algorithms, Unstructured Magnitude Pruning with Weight Rewinding, HTML with CSS and JS | 4,558 | 0.102555$ | yes, 9.7/10 |
[
{
"role": "system",
"content": "You are an elite software engineer AI who thinks and responds like a real person. Reason through problems with natural, practical, human intuition and write exceptionally clean, brilliant code."
},
{
"role": "user",
"content": "Create a 'Pruning Mask' compression ... | claude-sonnet-4.6/gemini-3.1-pro-preview | Hard | Neural Network Weight Quantization and Pruning Algorithms, Unstructured Magnitude Pruning with Weight Rewinding, HTML with CSS and JS | 5,045 | 0.113513$ | yes, 9.3/10 |
[
{
"role": "system",
"content": "You are an elite software engineer AI who thinks and responds like a real person. Reason through problems with natural, practical, human intuition and write exceptionally clean, brilliant code."
},
{
"role": "user",
"content": "Implement 'Gradient-Based Rewinding'... | claude-sonnet-4.6/gemini-3.1-pro-preview | Extreme | Neural Network Weight Quantization and Pruning Algorithms, Unstructured Magnitude Pruning with Weight Rewinding, HTML with CSS and JS | 4,477 | 0.100733$ | yes, 8.5/10 |
[
{
"role": "system",
"content": "You are an elite software engineer AI who thinks and responds like a real person. Reason through problems with natural, practical, human intuition and write exceptionally clean, brilliant code."
},
{
"role": "user",
"content": "Design a 'Weight Pruning' UI compone... | claude-sonnet-4.6/gemini-3.1-pro-preview | Hard | Neural Network Weight Quantization and Pruning Algorithms, Unstructured Magnitude Pruning with Weight Rewinding, HTML with CSS and JS | 4,270 | 0.096075$ | yes, 9.7/10 |
[
{
"role": "system",
"content": "You are an elite software engineer AI who thinks and responds like a real person. Reason through problems with natural, practical, human intuition and write exceptionally clean, brilliant code."
},
{
"role": "user",
"content": "Implement a 'Direct-to-WASM' Magnitu... | claude-sonnet-4.6/gemini-3.1-pro-preview | Extreme | Neural Network Weight Quantization and Pruning Algorithms, Unstructured Magnitude Pruning with Weight Rewinding, HTML with CSS and JS | 4,115 | 0.092587$ | yes, 8.7/10 |
[
{
"role": "system",
"content": "You are an elite software engineer AI who thinks and responds like a real person. Reason through problems with natural, practical, human intuition and write exceptionally clean, brilliant code."
},
{
"role": "user",
"content": "Build an 'Early-Exit' neural network... | claude-sonnet-4.6/gemini-3.1-pro-preview | Hard | Neural Network Weight Quantization and Pruning Algorithms, Unstructured Magnitude Pruning with Weight Rewinding, HTML with CSS and JS | 4,981 | 0.112073$ | yes, 8.6/10 |
[
{
"role": "system",
"content": "You are an elite software engineer AI who thinks and responds like a real person. Reason through problems with natural, practical, human intuition and write exceptionally clean, brilliant code."
},
{
"role": "user",
"content": "Create a 'Parallel Universe' trainin... | claude-sonnet-4.6/gemini-3.1-pro-preview | Extreme | Neural Network Weight Quantization and Pruning Algorithms, Unstructured Magnitude Pruning with Weight Rewinding, HTML with CSS and JS | 4,955 | 0.111488$ | yes, 8.9/10 |
[
{
"role": "system",
"content": "You are an elite software engineer AI who thinks and responds like a real person. Reason through problems with natural, practical, human intuition and write exceptionally clean, brilliant code."
},
{
"role": "user",
"content": "Implement 'Dynamic Quantization' aft... | claude-sonnet-4.6/gemini-3.1-pro-preview | Hard | Neural Network Weight Quantization and Pruning Algorithms, Unstructured Magnitude Pruning with Weight Rewinding, HTML with CSS and JS | 4,938 | 0.111105$ | yes, 8.6/10 |
[
{
"role": "system",
"content": "You are an elite software engineer AI who thinks and responds like a real person. Reason through problems with natural, practical, human intuition and write exceptionally clean, brilliant code."
},
{
"role": "user",
"content": "Write a 'Weight-Sparsity' profiler i... | claude-sonnet-4.6/gemini-3.1-pro-preview | Extreme | Neural Network Weight Quantization and Pruning Algorithms, Unstructured Magnitude Pruning with Weight Rewinding, HTML with CSS and JS | 5,010 | 0.112725$ | yes, 9.9/10 |
[
{
"role": "system",
"content": "You are an elite software engineer AI who thinks and responds like a real person. Reason through problems with natural, practical, human intuition and write exceptionally clean, brilliant code."
},
{
"role": "user",
"content": "Implement 'Pruning-Aware Weight Init... | claude-sonnet-4.6/gemini-3.1-pro-preview | Hard | Neural Network Weight Quantization and Pruning Algorithms, Unstructured Magnitude Pruning with Weight Rewinding, HTML with CSS and JS | 5,035 | 0.113288$ | yes, 9.0/10 |
[
{
"role": "system",
"content": "You are an elite software engineer AI who thinks and responds like a real person. Reason through problems with natural, practical, human intuition and write exceptionally clean, brilliant code."
},
{
"role": "user",
"content": "Develop a 'Self-Healing' Model in JS... | claude-sonnet-4.6/gemini-3.1-pro-preview | Extreme | Neural Network Weight Quantization and Pruning Algorithms, Unstructured Magnitude Pruning with Weight Rewinding, HTML with CSS and JS | 4,314 | 0.097065$ | yes, 10.0/10 |
[
{
"role": "system",
"content": "You are an elite software engineer AI who thinks and responds like a real person. Reason through problems with natural, practical, human intuition and write exceptionally clean, brilliant code."
},
{
"role": "user",
"content": "Build a 'Visual Lottery Ticket' game... | claude-sonnet-4.6/gemini-3.1-pro-preview | Hard | Neural Network Weight Quantization and Pruning Algorithms, Unstructured Magnitude Pruning with Weight Rewinding, HTML with CSS and JS | 4,638 | 0.104355$ | yes, 9.9/10 |
[
{
"role": "system",
"content": "You are an elite software engineer AI who thinks and responds like a real person. Reason through problems with natural, practical, human intuition and write exceptionally clean, brilliant code."
},
{
"role": "user",
"content": "Build a 'Visualizer' for pruning dyn... | claude-sonnet-4.6/gemini-3.1-pro-preview | Hard | Neural Network Weight Quantization and Pruning Algorithms, Structured Channel Pruning via L1-Norm Regularization, Python | 4,078 | 0.091755$ | yes, 8.5/10 |
[
{
"role": "system",
"content": "You are an elite software engineer AI who thinks and responds like a real person. Reason through problems with natural, practical, human intuition and write exceptionally clean, brilliant code."
},
{
"role": "user",
"content": "Implement a custom binary serializat... | claude-sonnet-4.6/gemini-3.1-pro-preview | Extreme | Neural Network Weight Quantization and Pruning Algorithms, Vector Quantization using K-Means Codebook Indexing, HTML with CSS and JS | 4,088 | 0.09198$ | yes, 9.4/10 |
[
{
"role": "system",
"content": "You are an elite software engineer AI who thinks and responds like a real person. Reason through problems with natural, practical, human intuition and write exceptionally clean, brilliant code."
},
{
"role": "user",
"content": "Create a CSS-grid based interactive ... | claude-sonnet-4.6/gemini-3.1-pro-preview | Hard | Neural Network Weight Quantization and Pruning Algorithms, Vector Quantization using K-Means Codebook Indexing, HTML with CSS and JS | 4,539 | 0.102127$ | yes, 9.7/10 |
[
{
"role": "system",
"content": "You are an elite software engineer AI who thinks and responds like a real person. Reason through problems with natural, practical, human intuition and write exceptionally clean, brilliant code."
},
{
"role": "user",
"content": "Develop a 'Differentiable Vector Qua... | claude-sonnet-4.6/gemini-3.1-pro-preview | Extreme | Neural Network Weight Quantization and Pruning Algorithms, Vector Quantization using K-Means Codebook Indexing, HTML with CSS and JS | 4,958 | 0.111555$ | yes, 9.6/10 |
[
{
"role": "system",
"content": "You are an elite software engineer AI who thinks and responds like a real person. Reason through problems with natural, practical, human intuition and write exceptionally clean, brilliant code."
},
{
"role": "user",
"content": "Implement an Elkan's K-Means optimiz... | claude-sonnet-4.6/gemini-3.1-pro-preview | Hard | Neural Network Weight Quantization and Pruning Algorithms, Vector Quantization using K-Means Codebook Indexing, HTML with CSS and JS | 5,173 | 0.116392$ | yes, 9.1/10 |
[
{
"role": "system",
"content": "You are an elite software engineer AI who thinks and responds like a real person. Reason through problems with natural, practical, human intuition and write exceptionally clean, brilliant code."
},
{
"role": "user",
"content": "Architect a 'Weight-Sharing' compres... | claude-sonnet-4.6/gemini-3.1-pro-preview | Extreme | Neural Network Weight Quantization and Pruning Algorithms, Vector Quantization using K-Means Codebook Indexing, HTML with CSS and JS | 4,097 | 0.092183$ | yes, 9.3/10 |
[
{
"role": "system",
"content": "You are an elite software engineer AI who thinks and responds like a real person. Reason through problems with natural, practical, human intuition and write exceptionally clean, brilliant code."
},
{
"role": "user",
"content": "Design a memory-efficient 'Magnitude... | claude-sonnet-4.6/gemini-3.1-pro-preview | Hard | Neural Network Weight Quantization and Pruning Algorithms, Vector Quantization using K-Means Codebook Indexing, HTML with CSS and JS | 4,142 | 0.093195$ | yes, 9.7/10 |
[
{
"role": "system",
"content": "You are an elite software engineer AI who thinks and responds like a real person. Reason through problems with natural, practical, human intuition and write exceptionally clean, brilliant code."
},
{
"role": "user",
"content": "Implement a 'Global Pruning' strateg... | claude-sonnet-4.6/gemini-3.1-pro-preview | Hard | Neural Network Weight Quantization and Pruning Algorithms, Vector Quantization using K-Means Codebook Indexing, HTML with CSS and JS | 4,578 | 0.103005$ | yes, 8.9/10 |
[
{
"role": "system",
"content": "You are an elite software engineer AI who thinks and responds like a real person. Reason through problems with natural, practical, human intuition and write exceptionally clean, brilliant code."
},
{
"role": "user",
"content": "Create a 'Bit-Slicing' quantization ... | claude-sonnet-4.6/gemini-3.1-pro-preview | Extreme | Neural Network Weight Quantization and Pruning Algorithms, Vector Quantization using K-Means Codebook Indexing, HTML with CSS and JS | 4,020 | 0.09045$ | yes, 8.6/10 |
[
{
"role": "system",
"content": "You are an elite software engineer AI who thinks and responds like a real person. Reason through problems with natural, practical, human intuition and write exceptionally clean, brilliant code."
},
{
"role": "user",
"content": "Design a 'Codebook Fine-tuning' tool... | claude-sonnet-4.6/gemini-3.1-pro-preview | Hard | Neural Network Weight Quantization and Pruning Algorithms, Vector Quantization using K-Means Codebook Indexing, HTML with CSS and JS | 4,407 | 0.099158$ | yes, 9.2/10 |
[
{
"role": "system",
"content": "You are an elite software engineer AI who thinks and responds like a real person. Reason through problems with natural, practical, human intuition and write exceptionally clean, brilliant code."
},
{
"role": "user",
"content": "Implement a 'Lossless Index Compress... | claude-sonnet-4.6/gemini-3.1-pro-preview | Extreme | Neural Network Weight Quantization and Pruning Algorithms, Vector Quantization using K-Means Codebook Indexing, HTML with CSS and JS | 4,714 | 0.106065$ | yes, 9.8/10 |
[
{
"role": "system",
"content": "You are an elite software engineer AI who thinks and responds like a real person. Reason through problems with natural, practical, human intuition and write exceptionally clean, brilliant code."
},
{
"role": "user",
"content": "Develop a 'Pruning Recovery' simulat... | claude-sonnet-4.6/gemini-3.1-pro-preview | Hard | Neural Network Weight Quantization and Pruning Algorithms, Vector Quantization using K-Means Codebook Indexing, HTML with CSS and JS | 4,584 | 0.10314$ | yes, 9.7/10 |
[
{
"role": "system",
"content": "You are an elite software engineer AI who thinks and responds like a real person. Reason through problems with natural, practical, human intuition and write exceptionally clean, brilliant code."
},
{
"role": "user",
"content": "Implement a 'Channel-wise Quantizati... | claude-sonnet-4.6/gemini-3.1-pro-preview | Hard | Neural Network Weight Quantization and Pruning Algorithms, Vector Quantization using K-Means Codebook Indexing, HTML with CSS and JS | 4,954 | 0.111465$ | yes, 9.5/10 |
[
{
"role": "system",
"content": "You are an elite software engineer AI who thinks and responds like a real person. Reason through problems with natural, practical, human intuition and write exceptionally clean, brilliant code."
},
{
"role": "user",
"content": "Create a tool that identifies 'Dead ... | claude-sonnet-4.6/gemini-3.1-pro-preview | Hard | Neural Network Weight Quantization and Pruning Algorithms, Vector Quantization using K-Means Codebook Indexing, HTML with CSS and JS | 4,984 | 0.11214$ | yes, 9.0/10 |
[
{
"role": "system",
"content": "You are an elite software engineer AI who thinks and responds like a real person. Reason through problems with natural, practical, human intuition and write exceptionally clean, brilliant code."
},
{
"role": "user",
"content": "Implement a 'Fisher Information' bas... | claude-sonnet-4.6/gemini-3.1-pro-preview | Extreme | Neural Network Weight Quantization and Pruning Algorithms, Vector Quantization using K-Means Codebook Indexing, HTML with CSS and JS | 5,538 | 0.124605$ | yes, 9.3/10 |
[
{
"role": "system",
"content": "You are an elite software engineer AI who thinks and responds like a real person. Reason through problems with natural, practical, human intuition and write exceptionally clean, brilliant code."
},
{
"role": "user",
"content": "Build a 'Codebook Collision' detecto... | claude-sonnet-4.6/gemini-3.1-pro-preview | Hard | Neural Network Weight Quantization and Pruning Algorithms, Vector Quantization using K-Means Codebook Indexing, HTML with CSS and JS | 4,573 | 0.102892$ | yes, 10.0/10 |
[
{
"role": "system",
"content": "You are an elite software engineer AI who thinks and responds like a real person. Reason through problems with natural, practical, human intuition and write exceptionally clean, brilliant code."
},
{
"role": "user",
"content": "Implement 'Iterative Pruning with Re... | claude-sonnet-4.6/gemini-3.1-pro-preview | Hard | Neural Network Weight Quantization and Pruning Algorithms, Vector Quantization using K-Means Codebook Indexing, HTML with CSS and JS | 4,414 | 0.099315$ | yes, 9.8/10 |
[
{
"role": "system",
"content": "You are an elite software engineer AI who thinks and responds like a real person. Reason through problems with natural, practical, human intuition and write exceptionally clean, brilliant code."
},
{
"role": "user",
"content": "Architect a 'Weight-Clustering-as-a-... | claude-sonnet-4.6/gemini-3.1-pro-preview | Extreme | Neural Network Weight Quantization and Pruning Algorithms, Vector Quantization using K-Means Codebook Indexing, HTML with CSS and JS | 4,722 | 0.106245$ | yes, 9.6/10 |
[
{
"role": "system",
"content": "You are an elite software engineer AI who thinks and responds like a real person. Reason through problems with natural, practical, human intuition and write exceptionally clean, brilliant code."
},
{
"role": "user",
"content": "Design a 'Sparsity-Aware Matrix Mult... | claude-sonnet-4.6/gemini-3.1-pro-preview | Hard | Neural Network Weight Quantization and Pruning Algorithms, Vector Quantization using K-Means Codebook Indexing, HTML with CSS and JS | 4,040 | 0.0909$ | yes, 8.6/10 |
[
{
"role": "system",
"content": "You are an elite software engineer AI who thinks and responds like a real person. Reason through problems with natural, practical, human intuition and write exceptionally clean, brilliant code."
},
{
"role": "user",
"content": "Implement 'Entropy-Constrained Vecto... | claude-sonnet-4.6/gemini-3.1-pro-preview | Extreme | Neural Network Weight Quantization and Pruning Algorithms, Vector Quantization using K-Means Codebook Indexing, HTML with CSS and JS | 4,405 | 0.099113$ | yes, 9.6/10 |
[
{
"role": "system",
"content": "You are an elite software engineer AI who thinks and responds like a real person. Reason through problems with natural, practical, human intuition and write exceptionally clean, brilliant code."
},
{
"role": "user",
"content": "Create a 'Weight Bit-Depth' optimize... | claude-sonnet-4.6/gemini-3.1-pro-preview | Hard | Neural Network Weight Quantization and Pruning Algorithms, Vector Quantization using K-Means Codebook Indexing, HTML with CSS and JS | 4,320 | 0.0972$ | yes, 9.7/10 |
[
{
"role": "system",
"content": "You are an elite software engineer AI who thinks and responds like a real person. Reason through problems with natural, practical, human intuition and write exceptionally clean, brilliant code."
},
{
"role": "user",
"content": "Design an 'Outlier-Aware Quantizatio... | claude-sonnet-4.6/gemini-3.1-pro-preview | Hard | Neural Network Weight Quantization and Pruning Algorithms, Vector Quantization using K-Means Codebook Indexing, HTML with CSS and JS | 4,639 | 0.104377$ | yes, 9.4/10 |
[
{
"role": "system",
"content": "You are an elite software engineer AI who thinks and responds like a real person. Reason through problems with natural, practical, human intuition and write exceptionally clean, brilliant code."
},
{
"role": "user",
"content": "Build a 'Layer-Wise Adaptive Codeboo... | claude-sonnet-4.6/gemini-3.1-pro-preview | Hard | Neural Network Weight Quantization and Pruning Algorithms, Vector Quantization using K-Means Codebook Indexing, HTML with CSS and JS | 5,062 | 0.113895$ | yes, 8.9/10 |
[
{
"role": "system",
"content": "You are an elite software engineer AI who thinks and responds like a real person. Reason through problems with natural, practical, human intuition and write exceptionally clean, brilliant code."
},
{
"role": "user",
"content": "Implement 'Block-wise Pruning'. Inst... | claude-sonnet-4.6/gemini-3.1-pro-preview | Hard | Neural Network Weight Quantization and Pruning Algorithms, Vector Quantization using K-Means Codebook Indexing, HTML with CSS and JS | 4,149 | 0.093353$ | yes, 8.8/10 |
[
{
"role": "system",
"content": "You are an elite software engineer AI who thinks and responds like a real person. Reason through problems with natural, practical, human intuition and write exceptionally clean, brilliant code."
},
{
"role": "user",
"content": "Create a 'Neural Network Decompressi... | claude-sonnet-4.6/gemini-3.1-pro-preview | Extreme | Neural Network Weight Quantization and Pruning Algorithms, Vector Quantization using K-Means Codebook Indexing, HTML with CSS and JS | 4,043 | 0.090967$ | yes, 9.4/10 |
[
{
"role": "system",
"content": "You are an elite software engineer AI who thinks and responds like a real person. Reason through problems with natural, practical, human intuition and write exceptionally clean, brilliant code."
},
{
"role": "user",
"content": "Build a 'Weight Distribution Explore... | claude-sonnet-4.6/gemini-3.1-pro-preview | Hard | Neural Network Weight Quantization and Pruning Algorithms, Vector Quantization using K-Means Codebook Indexing, HTML with CSS and JS | 4,373 | 0.098393$ | yes, 9.8/10 |
[
{
"role": "system",
"content": "You are an elite software engineer AI who thinks and responds like a real person. Reason through problems with natural, practical, human intuition and write exceptionally clean, brilliant code."
},
{
"role": "user",
"content": "Implement 'Product Quantization' wit... | claude-sonnet-4.6/gemini-3.1-pro-preview | Extreme | Neural Network Weight Quantization and Pruning Algorithms, Vector Quantization using K-Means Codebook Indexing, HTML with CSS and JS | 4,838 | 0.108855$ | yes, 8.7/10 |
[
{
"role": "system",
"content": "You are an elite software engineer AI who thinks and responds like a real person. Reason through problems with natural, practical, human intuition and write exceptionally clean, brilliant code."
},
{
"role": "user",
"content": "Design a 'Model Cardinality' tool. I... | claude-sonnet-4.6/gemini-3.1-pro-preview | Hard | Neural Network Weight Quantization and Pruning Algorithms, Vector Quantization using K-Means Codebook Indexing, HTML with CSS and JS | 5,670 | 0.127575$ | yes, 9.2/10 |
[
{
"role": "system",
"content": "You are an elite software engineer AI who thinks and responds like a real person. Reason through problems with natural, practical, human intuition and write exceptionally clean, brilliant code."
},
{
"role": "user",
"content": "Create a 'Precision-Latency' Profile... | claude-sonnet-4.6/gemini-3.1-pro-preview | Hard | Neural Network Weight Quantization and Pruning Algorithms, Vector Quantization using K-Means Codebook Indexing, HTML with CSS and JS | 4,543 | 0.102218$ | yes, 9.7/10 |
[
{
"role": "system",
"content": "You are an elite software engineer AI who thinks and responds like a real person. Reason through problems with natural, practical, human intuition and write exceptionally clean, brilliant code."
},
{
"role": "user",
"content": "Implement 'Cross-Layer Codebook Shar... | claude-sonnet-4.6/gemini-3.1-pro-preview | Extreme | Neural Network Weight Quantization and Pruning Algorithms, Vector Quantization using K-Means Codebook Indexing, HTML with CSS and JS | 5,273 | 0.118642$ | yes, 9.3/10 |
[
{
"role": "system",
"content": "You are an elite software engineer AI who thinks and responds like a real person. Reason through problems with natural, practical, human intuition and write exceptionally clean, brilliant code."
},
{
"role": "user",
"content": "Design an 'Adaptive Pruning Schedule... | claude-sonnet-4.6/gemini-3.1-pro-preview | Hard | Neural Network Weight Quantization and Pruning Algorithms, Vector Quantization using K-Means Codebook Indexing, HTML with CSS and JS | 4,145 | 0.093263$ | yes, 9.7/10 |
[
{
"role": "system",
"content": "You are an elite software engineer AI who thinks and responds like a real person. Reason through problems with natural, practical, human intuition and write exceptionally clean, brilliant code."
},
{
"role": "user",
"content": "Implement 'Vector Quantization' for ... | claude-sonnet-4.6/gemini-3.1-pro-preview | Extreme | Neural Network Weight Quantization and Pruning Algorithms, Vector Quantization using K-Means Codebook Indexing, HTML with CSS and JS | 5,021 | 0.112973$ | yes, 9.5/10 |
[
{
"role": "system",
"content": "You are an elite software engineer AI who thinks and responds like a real person. Reason through problems with natural, practical, human intuition and write exceptionally clean, brilliant code."
},
{
"role": "user",
"content": "Create a 'Sparsity Mask' compressor.... | claude-sonnet-4.6/gemini-3.1-pro-preview | Hard | Neural Network Weight Quantization and Pruning Algorithms, Vector Quantization using K-Means Codebook Indexing, HTML with CSS and JS | 4,832 | 0.10872$ | yes, 8.9/10 |
[
{
"role": "system",
"content": "You are an elite software engineer AI who thinks and responds like a real person. Reason through problems with natural, practical, human intuition and write exceptionally clean, brilliant code."
},
{
"role": "user",
"content": "Architect a 'Self-Organizing Map' (S... | claude-sonnet-4.6/gemini-3.1-pro-preview | Extreme | Neural Network Weight Quantization and Pruning Algorithms, Vector Quantization using K-Means Codebook Indexing, HTML with CSS and JS | 4,127 | 0.092857$ | yes, 9.3/10 |
[
{
"role": "system",
"content": "You are an elite software engineer AI who thinks and responds like a real person. Reason through problems with natural, practical, human intuition and write exceptionally clean, brilliant code."
},
{
"role": "user",
"content": "Design a 'Quantization-Aware Fine-Tu... | claude-sonnet-4.6/gemini-3.1-pro-preview | Hard | Neural Network Weight Quantization and Pruning Algorithms, Vector Quantization using K-Means Codebook Indexing, HTML with CSS and JS | 4,601 | 0.103523$ | yes, 9.3/10 |
[
{
"role": "system",
"content": "You are an elite software engineer AI who thinks and responds like a real person. Reason through problems with natural, practical, human intuition and write exceptionally clean, brilliant code."
},
{
"role": "user",
"content": "Implement 'Ternary Weight Networks' ... | claude-sonnet-4.6/gemini-3.1-pro-preview | Extreme | Neural Network Weight Quantization and Pruning Algorithms, Vector Quantization using K-Means Codebook Indexing, HTML with CSS and JS | 4,919 | 0.110677$ | yes, 9.9/10 |
[
{
"role": "system",
"content": "You are an elite software engineer AI who thinks and responds like a real person. Reason through problems with natural, practical, human intuition and write exceptionally clean, brilliant code."
},
{
"role": "user",
"content": "Build a 'Metadata-Rich' Model Explor... | claude-sonnet-4.6/gemini-3.1-pro-preview | Hard | Neural Network Weight Quantization and Pruning Algorithms, Vector Quantization using K-Means Codebook Indexing, HTML with CSS and JS | 4,425 | 0.099562$ | yes, 9.3/10 |
[
{
"role": "system",
"content": "You are an elite software engineer AI who thinks and responds like a real person. Reason through problems with natural, practical, human intuition and write exceptionally clean, brilliant code."
},
{
"role": "user",
"content": "Create a 'Sparse-Aware' Garbage Coll... | claude-sonnet-4.6/gemini-3.1-pro-preview | Extreme | Neural Network Weight Quantization and Pruning Algorithms, Iterative Hard Thresholding for Sparse Weight Updates, HTML with CSS and JS | 4,592 | 0.10332$ | yes, 9.9/10 |
[
{
"role": "system",
"content": "You are an elite software engineer AI who thinks and responds like a real person. Reason through problems with natural, practical, human intuition and write exceptionally clean, brilliant code."
},
{
"role": "user",
"content": "Implement a 'Compressed Sensing' ins... | claude-sonnet-4.6/gemini-3.1-pro-preview | Hard | Neural Network Weight Quantization and Pruning Algorithms, Iterative Hard Thresholding for Sparse Weight Updates, HTML with CSS and JS | 4,239 | 0.095377$ | yes, 9.0/10 |
[
{
"role": "system",
"content": "You are an elite software engineer AI who thinks and responds like a real person. Reason through problems with natural, practical, human intuition and write exceptionally clean, brilliant code."
},
{
"role": "user",
"content": "Implement a 'Quantized IHT' (QIHT) a... | claude-sonnet-4.6/gemini-3.1-pro-preview | Extreme | Neural Network Weight Quantization and Pruning Algorithms, Iterative Hard Thresholding for Sparse Weight Updates, HTML with CSS and JS | 4,384 | 0.09864$ | yes, 9.2/10 |
[
{
"role": "system",
"content": "You are an elite software engineer AI who thinks and responds like a real person. Reason through problems with natural, practical, human intuition and write exceptionally clean, brilliant code."
},
{
"role": "user",
"content": "Create an automated 'Layer-wise IHT'... | claude-sonnet-4.6/gemini-3.1-pro-preview | Hard | Neural Network Weight Quantization and Pruning Algorithms, Iterative Hard Thresholding for Sparse Weight Updates, HTML with CSS and JS | 5,108 | 0.11493$ | yes, 10.0/10 |
[
{
"role": "system",
"content": "You are an elite software engineer AI who thinks and responds like a real person. Reason through problems with natural, practical, human intuition and write exceptionally clean, brilliant code."
},
{
"role": "user",
"content": "Architect a 'Peer-to-Peer Sparse Tra... | claude-sonnet-4.6/gemini-3.1-pro-preview | Extreme | Neural Network Weight Quantization and Pruning Algorithms, Iterative Hard Thresholding for Sparse Weight Updates, HTML with CSS and JS | 4,135 | 0.093037$ | yes, 9.5/10 |
[
{
"role": "system",
"content": "You are an elite software engineer AI who thinks and responds like a real person. Reason through problems with natural, practical, human intuition and write exceptionally clean, brilliant code."
},
{
"role": "user",
"content": "Implement 'Stochastic IHT' (SIHT) fo... | claude-sonnet-4.6/gemini-3.1-pro-preview | Hard | Neural Network Weight Quantization and Pruning Algorithms, Iterative Hard Thresholding for Sparse Weight Updates, HTML with CSS and JS | 4,544 | 0.10224$ | yes, 9.5/10 |
[
{
"role": "system",
"content": "You are an elite software engineer AI who thinks and responds like a real person. Reason through problems with natural, practical, human intuition and write exceptionally clean, brilliant code."
},
{
"role": "user",
"content": "Build a custom JIT (Just-In-Time) co... | claude-sonnet-4.6/gemini-3.1-pro-preview | Extreme | Neural Network Weight Quantization and Pruning Algorithms, Iterative Hard Thresholding for Sparse Weight Updates, HTML with CSS and JS | 4,122 | 0.092745$ | yes, 9.6/10 |
[
{
"role": "system",
"content": "You are an elite software engineer AI who thinks and responds like a real person. Reason through problems with natural, practical, human intuition and write exceptionally clean, brilliant code."
},
{
"role": "user",
"content": "Design a 'Security-First IHT' implem... | claude-sonnet-4.6/gemini-3.1-pro-preview | Hard | Neural Network Weight Quantization and Pruning Algorithms, Iterative Hard Thresholding for Sparse Weight Updates, HTML with CSS and JS | 4,453 | 0.100193$ | yes, 9.7/10 |
[
{
"role": "system",
"content": "You are an elite software engineer AI who thinks and responds like a real person. Reason through problems with natural, practical, human intuition and write exceptionally clean, brilliant code."
},
{
"role": "user",
"content": "Develop a 'Structured IHT' engine fo... | claude-sonnet-4.6/gemini-3.1-pro-preview | Extreme | Neural Network Weight Quantization and Pruning Algorithms, Iterative Hard Thresholding for Sparse Weight Updates, HTML with CSS and JS | 4,883 | 0.109868$ | yes, 9.5/10 |
[
{
"role": "system",
"content": "You are an elite software engineer AI who thinks and responds like a real person. Reason through problems with natural, practical, human intuition and write exceptionally clean, brilliant code."
},
{
"role": "user",
"content": "Implement a 'Bit-Slicing' IHT algori... | claude-sonnet-4.6/gemini-3.1-pro-preview | Hard | Neural Network Weight Quantization and Pruning Algorithms, Iterative Hard Thresholding for Sparse Weight Updates, HTML with CSS and JS | 4,488 | 0.10098$ | yes, 9.0/10 |
[
{
"role": "system",
"content": "You are an elite software engineer AI who thinks and responds like a real person. Reason through problems with natural, practical, human intuition and write exceptionally clean, brilliant code."
},
{
"role": "user",
"content": "Create a 'Dynamic Fixed-Point' IHT s... | claude-sonnet-4.6/gemini-3.1-pro-preview | Extreme | Neural Network Weight Quantization and Pruning Algorithms, Iterative Hard Thresholding for Sparse Weight Updates, HTML with CSS and JS | 4,153 | 0.093442$ | yes, 9.3/10 |
[
{
"role": "system",
"content": "You are an elite software engineer AI who thinks and responds like a real person. Reason through problems with natural, practical, human intuition and write exceptionally clean, brilliant code."
},
{
"role": "user",
"content": "Create a 'WASM-Accelerated Block-Spa... | claude-sonnet-4.6/gemini-3.1-pro-preview | Extreme | Neural Network Weight Quantization and Pruning Algorithms, Iterative Hard Thresholding for Sparse Weight Updates, HTML with CSS and JS | 4,161 | 0.093622$ | yes, 10.0/10 |
[
{
"role": "system",
"content": "You are an elite software engineer AI who thinks and responds like a real person. Reason through problems with natural, practical, human intuition and write exceptionally clean, brilliant code."
},
{
"role": "user",
"content": "Implement 'Bipolar IHT' where weight... | claude-sonnet-4.6/gemini-3.1-pro-preview | Extreme | Neural Network Weight Quantization and Pruning Algorithms, Iterative Hard Thresholding for Sparse Weight Updates, HTML with CSS and JS | 4,006 | 0.090135$ | yes, 9.1/10 |
[
{
"role": "system",
"content": "You are an elite software engineer AI who thinks and responds like a real person. Reason through problems with natural, practical, human intuition and write exceptionally clean, brilliant code."
},
{
"role": "user",
"content": "Design a 'Knowledge Distillation' pi... | claude-sonnet-4.6/gemini-3.1-pro-preview | Hard | Neural Network Weight Quantization and Pruning Algorithms, Iterative Hard Thresholding for Sparse Weight Updates, HTML with CSS and JS | 4,227 | 0.095107$ | yes, 9.9/10 |
[
{
"role": "system",
"content": "You are an elite software engineer AI who thinks and responds like a real person. Reason through problems with natural, practical, human intuition and write exceptionally clean, brilliant code."
},
{
"role": "user",
"content": "Implement 'Elastic IHT' (EIHT). In t... | claude-sonnet-4.6/gemini-3.1-pro-preview | Hard | Neural Network Weight Quantization and Pruning Algorithms, Iterative Hard Thresholding for Sparse Weight Updates, HTML with CSS and JS | 4,036 | 0.09081$ | yes, 9.6/10 |
[
{
"role": "system",
"content": "You are an elite software engineer AI who thinks and responds like a real person. Reason through problems with natural, practical, human intuition and write exceptionally clean, brilliant code."
},
{
"role": "user",
"content": "Create a 'Visual Pruning Debugger' f... | claude-sonnet-4.6/gemini-3.1-pro-preview | Hard | Neural Network Weight Quantization and Pruning Algorithms, Iterative Hard Thresholding for Sparse Weight Updates, HTML with CSS and JS | 4,183 | 0.094118$ | yes, 9.7/10 |
[
{
"role": "system",
"content": "You are an elite software engineer AI who thinks and responds like a real person. Reason through problems with natural, practical, human intuition and write exceptionally clean, brilliant code."
},
{
"role": "user",
"content": "Implement 'Lookahead IHT' in JS. Thi... | claude-sonnet-4.6/gemini-3.1-pro-preview | Extreme | Neural Network Weight Quantization and Pruning Algorithms, Iterative Hard Thresholding for Sparse Weight Updates, HTML with CSS and JS | 4,155 | 0.093488$ | yes, 8.6/10 |
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