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Benson's blog

Enjoy life Internship AI on academic research How AI Will Change the Mobile Ecosystem Look ahead Goodbye 2025 Hacker News to Kindle Another project How to imporve english Introduction of Fraud detection PopTranslate Last day in netease Better idea between Copilot-typed and CLI-typed assistant Gemini-cli LLM Post-Training experience Papers I readed recently about LLM application Difference between LLMs and traditional computer technology GRPO Weekly-#26 AI Application Weekly-#25 AI infra and application Weekly-#24 First week as LLM inference engineer Weekly-#23 seeking job Weekly-#22 2025 New Year AutoSwitch Translate Goodbye 2024 Weekly-#20 Breaking of glass Cross Entropy Loss of Triton Weekly-#18 Cross Entropy Loss of Triton Weekly-#17 Triton Puzzles Weekly-#16 AutoBuilder Weekly-#15 Starting of tanble tennis Weekly-#14 Accident in life Weekly-#13 Trying of xiaohongshu Weekly-#12 summary of LLM acceleration Outline of LLM acceleration Weekly-#11 Copilot-type products Weekly-#10 Preparation for next journey Weekly-#9 Startup of YouTube Notes of flash-attention How to learn knowledge in new fields? Weekly-#8 Start Reading Notes of LoRA Acceleration of LLM - Matrix Multiplication Weekly-#8 Summary for two month Weekly-#7 Staying home Weekly-#6 Cost of PopTranslate Weekly-#5 Updating of PopTranslate Validated example of LLM acceleration Weekly-#4 First insight of LLM accelerate Weekly-#2 The fail of first product Weekly-#1 First week of indie develop slack迁移discord 雅思备考 2024Q3 中文博客合集 English Diary in May 五一游记 开始休假 离职前的状态 2024-01-01 duckdb 看懂的第一个PR learning english in October learning english in September learning english in August top hack news 收集 大模型调研 自动驾驶的小玩具 旅游 扬州+苏州 small talk of learning english 新年新气象-碎碎念 刷剧 感染新冠 强化学习简介 神经网络解释性 全局的模型无关解释方法合集 社区发现算法概览 图神经网络入门(GNN) 我的第一款 iOS APP AtCoder Beginner Contest 268 人的信息输入方式对比 重叠社区检测 人穷极一生到底在追求什么 重拾生活规划 社区发现算法 - Louvain 《幸福的方法》 读《人类简史》有感 妙峰山骑行 黑客帝国 特征交互 特征工程 累计局部效应图 模型解释性-PDP 模型解释性 Web3 入门科普 总结 2022.4 孪生网络做 query 相似度任务 学习 2022.4 Imagen DeBERTa 读论文 用CNN做query相似度任务
Weekly-#3 PopTranslate
Benson · 2024-09-08 · via Benson's blog

Default

Product process

PopTranslate

I finally finish this project, it works on my computer and my gf computer, I like this project.

Sad news is my review for this extension was rejected two times by google, I didn’t know the reason ans ask for further review.

Other product attempts

1) Text-to-voice in-browser

After know about transformer.js which aimed to bridge the gap between web and LLM, I tried this method to realize this project, but it failed again. I also meet some errors that I cannot solve in short time. In terms of the reason, transformer.js is not mature enough, more deep knowledge and techniqu in audio field are necessary to solve it. Maybe I will do that if I have free time in the future.

Consequently, I hold this proejct again.

2) Analysis 500 startups supported by YC Due to the lack of fresh idea, I analyse the 500 startups supported by YC in 2024, some conclusion as below

  • 50%+ is LLM or AI related based on title, real value is higher than that.
  • 64% is belong to B2B category. This is majority area of AI application.
  • 10% is belong to healthcare categoty as the second biggest part.
  • Education is smallest category, occupying 1.2%. There will be more opportunity if AI became more accurate.
  • Projects that are great and suitable for me
    • unsloth: LLM finetune accelerate
    • gpt-pilot: Making AI deveop like a real developer, this will be the next stage of AI code
    • transformer.js: bridge the gap between web and LLM, from huggingface

3) LLM finetune accelerate

Request my first PR for this project and got merged, meanwhile, it’s the 1000th PR, just a coincidence.

The open source version of this project can accelerate most of open source models finetune stage 2x, pro version can provide more support, best performance is 30x. It worths more exploration.

Daily

  • 9.2: PopTranslate
  • 9.3: Publish PopTranslate
  • 9.4: Reading
  • 9.5: Reading
  • 9.6: Try to reproduce a specific issue of unsloth
  • 9.7: submit PR of unsloth. Try transformers.js
  • 9.8: Rest

Personal life

Reading

Exercise

three times this week, sad news.

But I start to running in the morning, just start in the monday. keep insisting.

Thought

1) Creating new product is a hard problem, I realize this more after I start to do it.

2) Creating entertainment content is a difficult task even TikTok is so popular all over the world. Hot content always need all necessary thing, fresh idea, capturing details, and so on. This is hard to created that by AI. In other words, AI is not enough smart to produce content which can attarct consumers. Consequently, AI is suitable for small business, this is the majority ustage of AI.

3) I’m tried, but I enjoy.

Next week

  • Focuse on unsloth
    • PR
    • Reproduce
    • Know the theory of acceleration and product a essay
  • Reading: spend some time on papers
  • Exercise: Running in the mornings
  • Social account

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