Deepxiv Trending Digest

DeepXiv Trending Digest

Use this skill when the user wants a recent hot-paper roundup, trending paper summary, weekly paper digest, or a markdown report based on DeepXiv trending papers.

Goal

Turn recent DeepXiv trending papers into a concise markdown digest:

1. Find currently hot papers with deepxiv trending
2. Brief each candidate with deepxiv paper <id> --brief
3. Select the most promising papers for deeper inspection
4. Inspect structure with deepxiv paper <id> --head
5. Read only the most relevant sections with deepxiv paper <id> --section ...
6. Write a clean .md summary with recommendations

Default Workflow

1. Pull trending papers

Start with a small, recent set unless the user asks otherwise.

bashCopy code
deepxiv trending --days 7 --limit 10 --json

Default heuristics:

• Use --days 7 for "recent hot papers"
• Use --limit 10 for a manageable first pass
• If the user asks for a broader roundup, use --days 14 or --days 30

2. Brief every candidate

For each selected arXiv ID, fetch a brief first:

bashCopy code
deepxiv paper <arxiv_id> --brief

Capture:

• title
• arXiv ID
• publish date
• keywords
• TLDR
• citations if present
• GitHub URL if present

Do not jump to full text yet. --brief is the default screening step.

3. Rank for deeper reading

After reading briefs, choose the top 1-3 papers for deeper inspection.

Use signals like:

• strong novelty or surprising result
• practical relevance
• likely user interest
• unusually clear contribution
• useful code release
• especially strong social or research momentum

If a paper sounds incremental, unclear, or out of scope, keep it in the digest but skip deep reading.

4. Inspect paper structure

For the chosen papers:

bashCopy code
deepxiv paper <arxiv_id> --head

Use --head to decide whether to drill down and which section matters most.

Look for sections such as:

• Introduction
• Method / Approach / Framework
• Experiments / Results / Evaluation
• Discussion / Limitations

Prefer section reads over full paper reads.

5. Read only high-value sections

Read at most 1-2 sections per paper unless the user explicitly asks for a deep dive.

Examples:

bashCopy code
deepxiv paper <arxiv_id> --section Introduction
deepxiv paper <arxiv_id> --section Method
deepxiv paper <arxiv_id> --section Results

Selection guidance:

• Read Introduction if the contribution is still fuzzy
• Read Method if the core idea matters
• Read Results if the claim sounds strong and needs verification
• Read Limitations or Discussion if tradeoffs matter

Avoid reading everything.

Markdown Output

Write a markdown file in the current workspace unless the user gave a different path.

Recommended filename:

textCopy code
trending-paper-digest-YYYY-MM-DD.md

Recommended structure:

mdCopy code
# Trending Paper Digest

Date: YYYY-MM-DD
Window: Last 7 days
Source: deepxiv trending

## Executive Summary

- 2-4 bullets with the main themes across the trending list
- Mention the 1-3 most promising papers

## Papers Reviewed

### 1. Paper Title (`arXiv:xxxx.xxxxx`)

What it is about:
Short paragraph based mainly on `--brief`.

Why it matters:
- Bullet
- Bullet

Worth deeper reading?
Yes/Maybe/No, with one sentence.

If deeper review was done:

Sections checked:
- Introduction
- Method

Deeper notes:
Short paragraph with the key insight, evidence, or caveat.

### 2. ...

## Recommended Deep Dives

### Paper Title

- Why it stands out
- Which section to read next
- What question it could answer

## Cross-Cutting Trends

- Repeated themes
- Common methods
- Shared limitations or hype signals

Writing Rules

• Keep the digest skimmable
• Prefer short paragraphs and flat bullets
• Separate "what it says" from "whether it is worth deeper reading"
• Be explicit when a conclusion is based only on --brief
• Be explicit when a conclusion is based on --head or a section read
• Do not pretend to have verified claims you have not checked

Decision Rules

• If briefs are enough for the user's request, stop there
• Use --head only for the most promising papers
• Use --section only after --head suggests a high-value section
• Do not read full paper markdown unless the user explicitly asks for a full analysis

Minimal Example

bashCopy code
deepxiv trending --days 7 --limit 5 --json
deepxiv paper 2603.20639 --brief
deepxiv paper 2603.26221 --brief
deepxiv paper 2603.20639 --head
deepxiv paper 2603.20639 --section Introduction

Then write the digest as markdown and clearly label:

• all reviewed papers
• which papers were only briefed
• which papers received deeper inspection