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新视频上线——AI工具读论文提效,我的实测与选型

先看论文标题、摘要和结论,第二遍盯图表——这是高效读论文的正确姿势。

我用多款AI实操验证,并发现“把PDF当图片处理”效果远胜只读文字。

我把技术论文交给 GPT‑5 thinking、Gemini、Claude、NotebookLM、ima、Llama.cpp、Cursor Composer 实测:谁最会读图表,谁最懂上下文。

结论: 

一般长度论文优先 GPT‑5 thinking 并附论文图表截图;

长文档选 ima/NotebookLM;

本地私密试试 Llama.cpp Web UI + Qwen 3 VL 30B A3B Thinking;

Cursor Composer 模型读 arXiv TEX 源码又快又好

完整视频:🧵

新视频上线——AI工具读论文提效,我的实测与选型 先看论文标题、摘要和结论,第二遍盯图表——这是高效读论文的正确姿势。 我用多款AI实操验证,并发现“把PDF当图片处理”效果远胜只读文字。 我把技术论文交给 GPT‑5 thinking、Gemini、Claude、NotebookLM、ima、Llama.cpp、Cursor Composer 实测:谁最会读图表,谁最懂上下文。 结论: 一般长度论文优先 GPT‑5 thinking 并附论文图表截图; 长文档选 ima/NotebookLM; 本地私密试试 Llama.cpp Web UI + Qwen 3 VL 30B A3B Thinking; Cursor Composer 模型读 arXiv TEX 源码又快又好 完整视频:🧵

https://t.co/E4d6TgGGBD

avatar for nicekate
nicekate
Wed Nov 12 14:14:24
RT @Miles_Brundage: I think the value of actual user data for improving products ("data flywheel with RL" etc.) is overrated today, and the…

RT @Miles_Brundage: I think the value of actual user data for improving products ("data flywheel with RL" etc.) is overrated today, and the…

Asst professor @MIT EECS & CSAIL (@nlp_mit). Author of https://t.co/VgyLxl0oa1 and https://t.co/ZZaSzaRaZ7 (@DSPyOSS). Prev: CS PhD @StanfordNLP. Research @Databricks.

avatar for Omar Khattab
Omar Khattab
Wed Nov 12 14:13:30
Most people spend decades climbing a ladder only to realize it was leaning against the wrong wall.

Figure out your wall first, then start climbing.

Most people spend decades climbing a ladder only to realize it was leaning against the wrong wall. Figure out your wall first, then start climbing.

The $10M Solopreneur | Helping 100,000+ burned-out corporate professionals build six-figure, one-person online businesses at https://t.co/27OAdtwjh5

avatar for Justin Welsh
Justin Welsh
Wed Nov 12 14:07:02
TALL, VILT or RILT stack?

In a recent live-stream I was going through LaraJobs job descriptions, and I found ALL THREE mentioned, in at least one job.

So the market is VERY divided.

Whichever you go for, you should find opportunities.

TALL, VILT or RILT stack? In a recent live-stream I was going through LaraJobs job descriptions, and I found ALL THREE mentioned, in at least one job. So the market is VERY divided. Whichever you go for, you should find opportunities.

~20 yrs in web-dev, now mostly Laravel. My Laravel courses: https://t.co/HRUAJdMRZL My Youtube channel: https://t.co/qPQAkaov2F

avatar for Povilas Korop | Laravel Courses Creator & Youtuber
Povilas Korop | Laravel Courses Creator & Youtuber
Wed Nov 12 14:06:01
I added podcast survival rates to the Podscan public stats page.

Noteworthy: 70% of shows don't make it past the first month. 

https://t.co/KaZM4nbXUU

I added podcast survival rates to the Podscan public stats page. Noteworthy: 70% of shows don't make it past the first month. https://t.co/KaZM4nbXUU

Building https://t.co/od97B0HVrk and https://t.co/666FnyVVE0 in Public. Raising all the boats with kindness. 🎙️ https://t.co/6w69DZmi8H · ✍️ https://t.co/lpnor5rsTW

avatar for Arvid Kahl
Arvid Kahl
Wed Nov 12 14:03:46
每天学习一点 AIP,发现分页的做法很有趣,之前好像也学习过,https://t.co/sJipEqkce3

基于 Cursor Based 分页,但是多了加密,每一次返回一个 next_page_token,将上一页最后一条 last_id 以及 last_time 等等信息进行加密返回,后端再次拿到以后进行解析,使用这两个数据进行查询:复合条件 + 复合索引 → 秒开

token = JWT({last_id, last_time, exp}, secret)

SQL: WHERE (time < last_time) OR (time = last_time AND id > last_id) ORDER BY time DESC, id DESC LIMIT 20

整个大体流程可以看图

比 offset 强在: 
避免全表扫- 走索引
 不可预测-加密防猜

每天学习一点 AIP,发现分页的做法很有趣,之前好像也学习过,https://t.co/sJipEqkce3 基于 Cursor Based 分页,但是多了加密,每一次返回一个 next_page_token,将上一页最后一条 last_id 以及 last_time 等等信息进行加密返回,后端再次拿到以后进行解析,使用这两个数据进行查询:复合条件 + 复合索引 → 秒开 token = JWT({last_id, last_time, exp}, secret) SQL: WHERE (time < last_time) OR (time = last_time AND id > last_id) ORDER BY time DESC, id DESC LIMIT 20 整个大体流程可以看图 比 offset 强在: 避免全表扫- 走索引 不可预测-加密防猜

独立开发者 自由职业 作品 - 简单简历 https://t.co/xMu5JFIGnr 五分钟打造程序员的金牌简历 课程 - 慕课网精英讲师 https://t.co/NTyFFrvHwL 经历 - 不上班的1000天 https://t.co/bonuLQCCsY 视频 - https://t.co/aQYLgujIyC

avatar for Viking
Viking
Wed Nov 12 13:54:11
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