Jasper Shi

To become an engineer for the world
🚀Paritok

[Jasper Shi @JasperS_198]

We've only just begun.

Paritok is the pioneer in delivering the unique, optimal solution for code compression, driving both cost reduction and efficiency enhancements.

Try it. Hosted GPUs are free until the end of August.

[泰德搞薯条 TD @TiedGST]

给AI编程助手装了个"压缩阀"，每轮对话的token账单直接省掉一大半。

Paritok不是又一个编程���具，它是一层代理��关，架在你的Agent和大模型API之间。Agent发出的请求先过它这一关，压缩完再转发上游，按压缩后的token计费。

三个独立机制叠加生效：
① 工具定义过滤。Claude Code加几个MCP插件，工具schema轻松70+个，每次请求都要原封不动发一遍，光这块就29K token。Paritok用语义过滤只保留相关的，降到8K。而且选一次就固定，不破坏prompt cache。

② 内容压缩。文件读取、工具输出、历史消息，用专门训练的4B模型压到原来26%。这个模型在45K条真实编程轨迹上训练，知道函数名比debug日志���要，能区分import语句和注释噪音。

③ 历史摘要。长对话撑爆上下文窗口时自动摘要，而不是粗暴截断。

数据说话：首轮省25%，第5轮省39%，第20轮省63%。同样200K窗口，原来15轮到顶，现在44轮。SWE-bench Lite评测质量保留86.5%，压缩率25.7%——比gpt-4.1-mini压得更狠，质量差不多。

Apache 2.0开源，两个人做的。自部署不花钱，托管GPU服务8月底前也不收费。

[Jasper Shi @JasperS_198]

Paritok is featured in the Product Hunt newsletter.

We are supercharging every AI builders and teams spend up to 85% less and run 3x longer coding agent sessions.

Try it🚀：https://t.co/CvtsLge32X
Learn more: https://t.co/WHkaXG8yPC

@ProductHunt

[Jasper Shi @JasperS_198]

@sickdotdev So I made preparations in advance https://t.co/WHkaXG8yPC

[Jasper Shi @JasperS_198]

@ElonMuskAOC In 100 years, computer power is the currency.

[Jasper Shi @JasperS_198]

@kelvinbuildss One is future, one is fact.

[Jasper Shi @JasperS_198]

We public Paritok on July 15 and now get over 700+ stars and we got so many feedbacks and people likes it

https://t.co/WHkaXG8yPC

[Jasper Shi @JasperS_198]

@DavidKPiano lol, and with paritok you can put 3 Shakespeares in the same window https://t.co/WHkaXG8yPC

[Jasper Shi @JasperS_198]

@Aditya_181105 We build the open-source project for fixing coding agent’s token burning and context windows limitation: https://t.co/WHkaXG8yPC

[Jasper Shi @JasperS_198]

GitHub repo: https://t.co/7APPxP6c4x

[Jasper Shi @JasperS_198]

Every suspect in this detective game is a real LLM. 🕵️
Only one is the killer.
Your weapons: prompt engineering, temperature sliders, system prompt injection, RAG evidence.
Can you crack the case?
🎮 https://t.co/t8WYWxpt3V
#BuiltWithMeDo

[Jasper Shi @JasperS_198]

We built an AI web testing tool where most tests never call the LLM.
Describe what to test → Catcher matches the live DOM first. AI only kicks in when unsure. Vision-coordinate fallback when clicks miss.
Runs locally with your own API key. No data leaves your machine.
➡️ https://t.co/N7Bz0ZTYuq

[Jasper Shi @JasperS_198]

𝐈𝐧𝐬𝐩𝐢𝐫𝐞𝐝 𝐛𝐲 𝐒𝐢𝐦𝐨𝐧 𝐒𝐢𝐧𝐞𝐤 ↓

- Working hard for what you don’t care about is stress.
Working hard for what you care about is passion.
- Your job is not your purpose.
It’s just the vehicle.
- Real success is built together.

𝐅𝐢𝐯𝐞 𝐑𝐮𝐥𝐞𝐬 𝐈 𝐋𝐢𝐯𝐞 𝐁𝐲
• Chase what matters.
• Take responsibility.
• Take care of each other.
• Listen first. Speak last.
• Stay humble — privilege comes from position, not superiority.

https://t.co/y6Ew8xpeUJ

[Anime Aesthetics @anime_]

Maybe in another universe

[Jasper Shi @JasperS_198]

@handotdev @garrytan @cursor_ai Questions: Does this rule apply in an already mature market? Does it apply in the case of hard facts?

[Jasper Shi @JasperS_198]

Refinement and breaking boundaries.

[Jasper Shi @JasperS_198]

@elonmusk Is the increasingly complex legal system truly designed to perfect society and drive progress, or is it simply a response to conflicting interests? This is a question worth pondering.

[Jasper Shi @JasperS_198]

@elonmusk I hope this will enable us to focus on building the blueprint in our minds without any distractions.

[Jasper Shi @JasperS_198]

Actually, as a startup founder, I feel that in the pre-seed/seed round, having a pedigree can give investors more confidence and is one of the factors to consider, but it’s not essential. If this is a weak spot for founders, they can make other areas stand out even more—such as having a great product and market fit, strong traction, highly efficient team execution, close team relationships, and more. We just need to focus on what we are doing and outperform those with pedigrees, that’s the key. “Human determination can conquer fate”.

[Jasper Shi @JasperS_198]

@alexandr_wang Always believe in doing the hard but right thing.