# heise3/academic-deai

> A skill for editing Chinese and English academic prose: removes formulaic AI phrasing while preserving facts, citations, terminology, and author voice.

- Magnitude: 4.5 out of 10 — Early signal
- Stars: 81 total · +78 stars today
- Star trust: star growth looks organic
- Category: Language models · Language: Python · License: MIT · Created: 2026-10-03 · Last push: 2026-10-03
- GitHub: https://github.com/heise3/academic-deai · Page: https://gitnova.dev/en/r/heise3/academic-deai

## Useful for

- Revise a discussion section by removing empty framing phrases
- Translate a manuscript into English while keeping terminology and structure
- Verify that all numbers, citations, and qualifiers survived the edit

## Why it’s here

- 78 stars today.
- The repository is 0 days old and already has 81 stars. With less than two weeks of history, there's no usual pace to compare the spike against yet.
- Top new repositories this week: #178.

## Star trust

Star growth looks organic.

Star-trust labels are heuristics based on the repository’s behavior, not a check of every stargazer.

## Numbers

- Forks: 2
- Issues and pull requests: 0
- Watchers: 1
- Average over the last week: 81 per day
- Usual pace: too little history (under two weeks)
- Stars in the last hour (measured): 7
- Latest release: v3.0.0 (2026-10-03)

## Stars per day, last 7 days (oldest → newest, today is partial)

2026-09-27 … 2026-10-03: 0, 0, 0, 0, 0, 3, 78

## Spotted in now

- Top new repositories this week: #178

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Magnitude (0–10) measures how fast and how unusually interest in a repository is growing right now. It is not a quality score.
Days are UTC. “So far today” is a fact; “expected by the end of the day” is a forecast.
Summaries and use cases are written by an LLM (DeepSeek V4.1 Flash) from the README and may be inaccurate: verify specific claims (benchmarks, speed, hardware) in the repository itself.
Data as of 2026-10-03 23:02 UTC, updated every 30 minutes.