paper-reader-heilmeier
by Zhiyao Zhang
Technical Heilmeier-style analysis and critical review of academic papers from PDFs, arXiv links, or DOIs.
- Extract the core mathematical formulation from a complex ML paper
- Assess the reproduction cost and compute requirements for a new model
- Evaluate the post-publication impact and risks of a specific research claim
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One-time purchase · Own forever
See it in action
## 3. What is new in the approach?
The central move is 'Attention-Sinks', allowing LLMs to handle infinite sequences by retaining initial tokens.
$$ \text{Softmax}\left( \frac{QK^T}{\sqrt{d}} \right) $$
My analysis is that the 4x speedup claim relies heavily on specific NVIDIA kernels.paper-reader-heilmeier
by Zhiyao Zhang
Technical Heilmeier-style analysis and critical review of academic papers from PDFs, arXiv links, or DOIs.
Free
One-time purchase · Own forever
⚡ Also available via Agensi Pro — your AI agent can load this skill on demand via MCP. Learn more →
Included in download
- Downloadable skill package
- 2 permissions declared
- Instant install
See it in action
## 3. What is new in the approach?
The central move is 'Attention-Sinks', allowing LLMs to handle infinite sequences by retaining initial tokens.
$$ \text{Softmax}\left( \frac{QK^T}{\sqrt{d}} \right) $$
My analysis is that the 4x speedup claim relies heavily on specific NVIDIA kernels.About This Skill
What it does
This skill provides a rigorous, end-to-end analysis of academic research papers using a modified version of Heilmeier’s Catechism. It go
Heading
es beyond simple summarization by merging technical extraction with critical evaluation. The skill automatically handles PDF uploads, arXiv IDs, and DOIs to retrieve full-text content before generating a 7-point structured report covering objectives, technical methods (including LaTeX equations), impact, risks, and reproduction costs.Why use this skill
Standard LLM summaries often hallucinate details or miss the technical "why" behind a paper. Besides, we also look for a standardized and logical way to fast understand a paper and decide whether to dig into details. This skill specifically designed for researchers and engineers who need to quickly determine if a paper is worth a deep dive, understand its mathematical core, and assess its real-world viability without reading 20+ pages themselves. It enforces strict boundaries between what the authors claim and the AI\'s own critical analysis.
Supported tools
- PDF Reading: Parses local uploads and hosted files.
- Web Tools: Uses
web_fetchandweb_searchfor arXiv/DOI retrieval and post-publication impact tracking. - LaTeX: Renders high-quality mathematical formulations for methods and theories.
📖 Learn more: Best Code Review Skills for Claude Code →
Use Cases
- Extract the core mathematical formulation from a complex ML paper
- Assess the reproduction cost and compute requirements for a new model
- Evaluate the post-publication impact and risks of a specific research claim
- Generate a jargon-free executive summary for non-specialist stakeholders
Known Limitations
Some latest papers on arxiv may not be found. Earlier papers with scanned pdf can be hardly interpreted. Cannot read from publishers that require subscription or purchase.
How to Install
unzip paper-reader-heilmeier.zip -d ~/.claude/skills/Reviews
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Security Scanned
Passed automated security review
Permissions
Best use with GUI. CLI may have LaTeX rendering issue.
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