Agent-Skills.md

Agent Skills: Paper Implementation

Implement research papers from arxiv. Use when the user provides an arxiv link, asks to implement a paper, or wants to reproduce research results.

UncategorizedID: Infatoshi/CLAUDE.md/paper-implementation

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Infatoshi/CLAUDE.md
Infatoshi
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skills/paper-implementation/SKILL.md

Skill Metadata

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

  1. Parse LaTeX source
  2. Search existing implementations
  3. Present structured questions
  4. Wait for answers, refine, then proceed autonomously