Infatoshi/paper-implementation
skills/paper-implementation/SKILL.md
Implement research papers from arxiv. Use when the user provides an arxiv link, asks to implement a paper, or wants to reproduce research results.
$ install --global
skillsauthnpx skillsauth add Infatoshi/CLAUDE.md paper-implementationInstall this skill globally with one command. Works with Claude Code, Cursor, and Windsurf.
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Last scanned: Apr 24, 2026, 2:56 AM7.8s1 file scanned
SKILL.md
- name:
- paper-implementation
- description:
- Implement research papers from arxiv. Use when the user provides an arxiv link, asks to implement a paper, or wants to reproduce research results.
Paper Implementation
Input
Require arxiv link (not PDF). Fetch LaTeX: https://arxiv.org/e-print/XXXX.XXXXX (.tar.gz with .tex files)
Phases
1. Discovery
Parse LaTeX for: architecture, algorithms, hyperparameters, loss functions, datasets. Search existing GitHub implementations. Note ambiguities.
Gather: Scope (train/inference/finetune)? Scale (model size, compute)? Baseline codebase? Priority (accuracy/speed/memory)? Validation method?
2. Verification
If repo exists: audit against LaTeX source. Check architecture, hyperparameters, training procedure. Identify discrepancies.
3. Refinement
Present findings, ask questions, iterate until execution steps are perfectly clear.
4. Implementation
Build/modify code. Write correctness tests. Profile performance.
5. Optimization (optional)
Profile with nsight-systems/torch.profiler. Write custom CUDA/Triton kernels. Benchmark with measurements.
Compute Strategy
- Local 3090: quick tests, debugging, small validation
- VP H100s: training runs, large experiments (ask before provisioning)
On arxiv link
- Parse LaTeX source
- Search existing implementations
- Present structured questions
- Wait for answers, refine, then proceed autonomously
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