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Ash Mleft a comment
Here’s our research summary 📘 We evaluated TwoTrim across 50,000 diverse prompts spanning reasoning, chat, structured tasks, analysis, and JSON workflows. Some of the key findings: 25.96% average token reduction with perfect output fidelity 62.1% of prompts achieved 20–40% savings Mathematically guaranteed invertibility, ensuring outputs remain identical to uncompressed prompts Model-agnostic...
TwoTrim AIMake Every Token Count, Save on LLM API Bills
TwoTrim is a research-backed, lossless token compression engine that reduces LLM input tokens by 20–60% with no change in output quality.
It is stateless, secure, and drop-in compatible with OpenAI, Anthropic, and Gemini.
Built from a published study across 50,000+ prompts, TwoTrim delivers predictable savings with zero deployment cost and zero data storage.
Our goal is simple: help AI builders scale without scaling their API bills.
TwoTrim AIMake Every Token Count, Save on LLM API Bills
Ash Mleft a comment
Hi all, Ash here from TwoTrim! 👋🏻 I wanted to share what exactly inspired us to build this? Over the last few months, we kept hearing the same thing from AI founders: “Our biggest bottleneck isn’t the model. It’s the API bill.” We decided to test whether LLM prompts could be compressed without losing meaning. What started as a side experiment turned into a full research paper evaluating 50,000+...
TwoTrim AIMake Every Token Count, Save on LLM API Bills
Ash Mleft a comment
hahah, simple but new. I actually found new questions here😂 Keep up the good work Kornel🚀
How long does it take?Let’s find out answers to any random question
Ash Mleft a comment
This is really cool guys, keep up the good work!
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A University with no rules but learnings. Directory of all things to help you learn stuff that some people learned the hard way.
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Maker TownLibrary of things that college didn't teach you
Ash Mleft a comment
Hello PH folks, I'm Aashish, the curator of this 'deemed' university!🚀 There's a lot of stuff on the internet about Personal Finance, Crypto, Community Building, Startups, etc, all in the form of threads, newsletters, articles, YT videos, or courses that are free and are by some amazing people.✨ We come across these beautiful threads/articles daily and might bookmark a few as well. So, I...
Maker TownLibrary of things that college didn't teach you
Ash Mleft a comment
This is great Philip, Keep up the good work!
VoiceformCollect Qualitative feedback at scale with voiceform.
Ever spent hours fighting with your partner/friends over which movie to watch but can't decide one?
This is simply a tinder for movies where you get a list of movie matches based on individuals' interests.
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Movie MatchMatch movies you'd like to watch with your friends
Ash Mleft a comment
Hey guys, This is a fun thing to explore and might solve a simple problem for a few of you. I hope you enjoyed it :)
Movie MatchMatch movies you'd like to watch with your friends
Ash Mleft a comment
Hi Harry, That's a great help. Would you mind telling how you made the video? Planning to make one for myself :/
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