The AI model built for deterministic developer tasks

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Interfaze (YC P26) retweeted
for all my nontechnical peers who have been hearing about Jev lately but don't know how it works or what it's useful for, here is the simplest way to understand: our brains have 2 systems: System 1 is the gut-based, reactionary mode for quick decisions and System 2 is for tasks that require deliberate thinking and consideration most AIs you currently use are System 2 models where your outputs are in some format that requires creative thinking (most common form is a paragraph of text) but a lot of our real-world AI work isn't chat-based. It's thousands of tiny judgment calls a day like routing support tickets, flagging risky content, or scoring leads so, using a system 2 model for these tasks is like hiring a novelist to sort your mail Jev is able to do these tasks ~100x faster at a fraction of the cost its only drawback is that it's closed, so the team at @interfaze_ai built an open-source version called Lev, free for anyone to run, inspect, and fine tune (see comments)
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Interfaze (YC P26) retweeted
Was fun to build it..
Jev, now open source: Lev A 4B open source System One model based on Qwen backbone The best performance for it's small size huggingface.co/interfaze-ai/…
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Interfaze (YC P26) retweeted
I’m going to be presenting an open source Jev alternative on Friday You could basically run it on your Mac for free
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We did not create an Interfaze shitcoin. Thanks 👍
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Come find this guy at Hack the North if you are interested in joining the team. We pay very well :)
Your resume won’t get you an interview with us at @HackTheNorth this weekend. But your story might. When Harsha @khurdula joined @interfaze_ai, he wasn’t our CTO or co-founder; he was a founding engineer But somewhere along the way, he started doing things that had weren’t part of his job description: >closed Guillermo Rauch, CEO of Vercel, as an investor >led the research and architecture behind the models that power Interfaze today >turned that research into the technical direction for how we train our models Nobody asked him to. He just cared enough to make those things his problem. Today, he’s our CTO and co-founder. I’m at Hack the North this weekend, and I want to meet the next Harsha for our open roles in engineering and research. Don’t tell me your GPA or walk me through your resume. Tell me one story that proves you’ve gone all in on something you cared about and if I believe you, I’ll connect you with Harsha and our CEO @yoeven on the spot
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Super stoked that all Merge users can now bring deterministic accuracy to their workflows at a fraction of the cost of LLMs 😁
.@Interfaze_ai is now available on Merge Gateway. Built for deterministic tasks: OCR, structured extraction, audio understanding. This model excels with messy documents you need to get right: OCR, complex tables, and structured extraction from scans, invoices, and forms. Interfaze scores highest in the OCR market on OCRBench V2 (70.7%) and olmOCR (85.7%) for complex document processing. Text, image, audio, and video inputs supported. 1M context. Check it out: Merge.dev/gateway
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BrokerPlus takes deals from first contact to submission in record time, using Interfaze to read bank statements, pinpoint exact transactions, and pull fields from compliance forms for easier import into their platform Meet the team changing the Canadian mortgage landscape 👇
This intern got fired for showing me his office 😭
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If you’re building an AI product and figuring out your backend, come join us. Hopefully, seeing how we’ve approached ours gives you a few ideas for yours
We use @vercel for a lot more than our frontend at Interfaze. We’re serving 50 million requests a month while managing GPUs without a separate backend infrastructure I’m joining @MadsMcIlwain live to walk through our setup and share why we built it this way Sign up below
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We are now live on the @merge_api Gateway! Gateway lets developers access the best models across multiple providers through a single API. You can now use Interfaze through Merge for deterministic tasks where accuracy and consistency matter. Think vision based tasks like OCR and object detection, web based tasks like search or scraping, and audio based tasks like speech-to-text or speaker diarization. Happy building! Docs: docs.merge.dev/merge-gateway…
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Super cool what people are building with Interfaze!
I love reading research papers. I love watching @3blue1brown videos even more. So I built Axiomotion: drop in a paper, @interfaze_ai extracts the important bits, then it becomes a source-grounded visual lesson. This video itself is build from 3Blue1Brown’s ManimGL hehe
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Interfaze (YC P26) retweeted
Is this the next billion dollar company? @interfaze_ai
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Interfaze (YC P26) retweeted
I've been making launch videos like these and want to make more professional ones (and I have a lot to learn) If there are storytellers/ creators who're into motion graphics, storytelling for tech, podcasts etc. I'd love to get you coffee and learn about your processes.
We have tons of GPUs right now and we need them to go brrrrrrrr
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We have tons of GPUs right now and we need them to go brrrrrrrr
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Interfaze (YC P26) retweeted
one of our customers just hit $100 million in annual run rate in just 8 months, because they were able to engineer a new "iPhone moment": their product is so simple it can be explained in one sentence: Pocket is a portable device that attaches to your phone and takes notes on your daily conversations for you they’ve already sold over 200,000 devices because people understand it’s value instantly where most AI companies try to teach customers an entirely new behavior, Pocket just took something people already do and made it easier tl;dr your product's value proposition needs to be obvious and simple to understand If you’re building something, pitch it in one sentence in the comments for some unfiltered feedback!
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