by PromptSpace
Technical Heilmeier-style analysis and critical review of academic papers from PDFs, arXiv links, or DOIs.
Free
One-time purchase
## 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.by PromptSpace
Technical Heilmeier-style analysis and critical review of academic papers from PDFs, arXiv links, or DOIs.
Free
One-time purchase
⚡ Skill ready to install in Claude Code, Gemini CLI, or any MCP-compatible client. Read the install guides →
## 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.This skill provides a rigorous, end-to-end analysis of academic research papers using a modified version of Heilmeier’s Catechism. It go
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.
web_fetch and web_search for arXiv/DOI retrieval and post-publication impact tracking.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.
mkdir -p ~/.claude/skills/paper-reader-heilmeier && curl -s -X POST 'https://api.promptspace.in/api/skills/paper-reader-heilmeier/install' | python3 -c "import sys,json; sys.stdout.write(json.load(sys.stdin).get('installInstructions') or '')" > ~/.claude/skills/paper-reader-heilmeier/SKILL.mdFree skills install directly. Paid skills require purchase - use the download button above after buying.
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PromptSpace
We build AI agent skill packages for content creators. Specializing in Chinese social media automation.