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This AI is going viral, but it CANNOT even write a single sentence. And I can't believe what Jev just did: I have 38,000 connections & invitations on LinkedIn. I need to find a couple of hundreds of people to message. I could ask Claude/ChatGPT to filter them all,...

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Ruben Hassid

95,969 subscribers

11,215 просмотров • 9 дней назад •via X (Twitter)

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Комментарии: 6

Фото профиля Hussain Hashim | Building SundayBack
Hussain Hashim | Building SundayBack9 дней назад

@rubenhassid I'd probably start by tagging connections based on relevance first. It helps narrow down who to message and makes it way less overwhelming. Hit this wall myself with my own network.

Фото профиля Crio Songo
Crio Songo8 дней назад

That's really cost and time efficient. This use case for AI is actually pretty neat.

Фото профиля Michał Archacki
Michał Archacki9 дней назад

Why not to use a DB

Фото профиля Metamillion
Metamillion9 дней назад

At all, may I ask you how do you reach out efficiently on Linkedin when you would like to contact many people at once via automation? THANKS for all answers!

Фото профиля Relax_to_Rich
Relax_to_Rich8 дней назад

Tools cut cost and speed things up, yet machine judgements aren’t perfect and human checks remain necessary.

Фото профиля Argona
Argona9 дней назад

true sales teams are gonna go absolutely crazy for jev

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If you are confused about why 𝗝𝗲𝘃 is being called the "Internet" moment for the AI industry. This is 100% worth your time. In fact, you should watch it: It tells LLMs what to do next, in milliseconds & at almost zero cost. If you set it up correctly, you will have the AI engineer’s setup for 2028. How to set up & use Jev (to actually get the 100x): 1. Join the waitlist; it's fairly quick: typesafe .ai. 2. Then go to Claude Code or Codex. 3. Choose Opus 5-Low or Sol-Low. 4. Copy and paste this prompt: "[claude or codex] plugin marketplace add typesafe-ai/skills [claude or codex] plugin install typesafe@typesafe-ai" 5. When you type /typesafe, the skill shows up. 6. Paste your API key once and click "Allow" 7. Start with $5 in free credit. It's hard to spend more. ----- Now, here are the 3 ways to actually use Jev: 1. Jev for Linkedin I have 38,000 connections & invitations on LinkedIn. I have a new company to launch. I need to find a couple of hundred people to message. to do while saving time: > Export your LinkedIn connections and invitations. > Connect Claude to GitHub, Vercel & Apify. > Create an Apify API key to enrich your data. > Go to LinkedIn Settings → Data privacy. > Get a copy. LinkedIn will email you a ZIP file. > Open the file & find the Connections CSVs. > Upload the files to Jev. > Use Jev to classify your contacts. > Review the shortlist. 2. Jev for Gmail To go through all of my Gmail contacts and email the right people. > Go to Google Contacts. Open Other contacts. > Select all contacts. Export them. > Upload the file to Claude Code or Codex. > Use Jev to sort them into: Keep, Review, Remove and Review everything before removing anything. 3. You got lost in Claude Code, GitHub, Vercel, Apify, Jev, Typesafe. I feel you. It is overwhelming. That’s why I included the entire copy-and-paste prompt for each use case in the newsletter: A 45-second TL;DR by Matija Sosic.
0:46

If you are confused about why 𝗝𝗲𝘃 is being called the "Internet" moment for the AI industry. This is 100% worth your time. In fact, you should watch it: It tells LLMs what to do next, in milliseconds & at almost zero cost. If you set it up correctly, you will have the AI engineer’s setup for 2028. How to set up & use Jev (to actually get the 100x): 1. Join the waitlist; it's fairly quick: typesafe .ai. 2. Then go to Claude Code or Codex. 3. Choose Opus 5-Low or Sol-Low. 4. Copy and paste this prompt: "[claude or codex] plugin marketplace add typesafe-ai/skills [claude or codex] plugin install typesafe@typesafe-ai" 5. When you type /typesafe, the skill shows up. 6. Paste your API key once and click "Allow" 7. Start with $5 in free credit. It's hard to spend more. ----- Now, here are the 3 ways to actually use Jev: 1. Jev for Linkedin I have 38,000 connections & invitations on LinkedIn. I have a new company to launch. I need to find a couple of hundred people to message. to do while saving time: > Export your LinkedIn connections and invitations. > Connect Claude to GitHub, Vercel & Apify. > Create an Apify API key to enrich your data. > Go to LinkedIn Settings → Data privacy. > Get a copy. LinkedIn will email you a ZIP file. > Open the file & find the Connections CSVs. > Upload the files to Jev. > Use Jev to classify your contacts. > Review the shortlist. 2. Jev for Gmail To go through all of my Gmail contacts and email the right people. > Go to Google Contacts. Open Other contacts. > Select all contacts. Export them. > Upload the file to Claude Code or Codex. > Use Jev to sort them into: Keep, Review, Remove and Review everything before removing anything. 3. You got lost in Claude Code, GitHub, Vercel, Apify, Jev, Typesafe. I feel you. It is overwhelming. That’s why I included the entire copy-and-paste prompt for each use case in the newsletter: A 45-second TL;DR by Matija Sosic.

Ruben Hassid

172,145 просмотров • 13 дней назад

Jev is incredibly good! If you haven't heard, Jev is a new "System One" model optimized for decision-making. For example, you can give it a set of possible choices, and Jev will classify the input text based on those choices, including a confidence score for each. Best of all: Jev is really fast and cheap, so you can use it in all sorts of applications. The first thing I built with it is a classifier to pick the hotels I want to visit. I use Apify to collect thousands of reviews, then classify them with Jev based on specific criteria I care about. You just couldn't do this reliably, but now you can. Link to the repository:
6:57

Jev is incredibly good! If you haven't heard, Jev is a new "System One" model optimized for decision-making. For example, you can give it a set of possible choices, and Jev will classify the input text based on those choices, including a confidence score for each. Best of all: Jev is really fast and cheap, so you can use it in all sorts of applications. The first thing I built with it is a classifier to pick the hotels I want to visit. I use Apify to collect thousands of reviews, then classify them with Jev based on specific criteria I care about. You just couldn't do this reliably, but now you can. Link to the repository:

Santiago

17,898 просмотров • 6 дней назад

They say you’re six connections away from anyone on Earth. So I tried Jev from TypeSafe AI and built this: enter your X handle and someone you’d love to reach. It finds a chain of real follow connections that could get your message there, under 2 seconds! Apparently, Luke Skywalker is just two people away from me. Who’s your impossible person? I can drop the link below if you want to try. Mark Hamill
0:29

They say you’re six connections away from anyone on Earth. So I tried Jev from TypeSafe AI and built this: enter your X handle and someone you’d love to reach. It finds a chain of real follow connections that could get your message there, under 2 seconds! Apparently, Luke Skywalker is just two people away from me. Who’s your impossible person? I can drop the link below if you want to try. Mark Hamill

Öner S. Biberkökü

130,576 просмотров • 16 дней назад

jev has made the impossible POSSIBLE. so this morning my real estate buddy asked me how to break out on instagram. I could: - ask her to scroll. - find her favorite creators - map out each hook - figure out what makes them work. - rework it in her voice - rinse & repeat every single week. Or i could have jev go through a library of 12 million shorts and do it for her.
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jev has made the impossible POSSIBLE. so this morning my real estate buddy asked me how to break out on instagram. I could: - ask her to scroll. - find her favorite creators - map out each hook - figure out what makes them work. - rework it in her voice - rinse & repeat every single week. Or i could have jev go through a library of 12 million shorts and do it for her.

Matthew Berman

92,317 просмотров • 12 дней назад

I GAVE JEV $500 AND LET IT TRADE ON ITS OWN Built JEV to find trades and execute them without me sitting there watching it. → Scans live markets → Tracks sentiment → Filters bad setups → Trades when it finds something worth taking The run started with $500. Eventually it crossed $13K. By the time I recorded this: $13,213 → $13,710 → $14,202 Same system. Same account. I just kept it running. $500 to $14,202. How far can JEV take it?
0:32

I GAVE JEV $500 AND LET IT TRADE ON ITS OWN Built JEV to find trades and execute them without me sitting there watching it. → Scans live markets → Tracks sentiment → Filters bad setups → Trades when it finds something worth taking The run started with $500. Eventually it crossed $13K. By the time I recorded this: $13,213 → $13,710 → $14,202 Same system. Same account. I just kept it running. $500 to $14,202. How far can JEV take it?

winkle.

15,932 просмотров • 12 дней назад

He is 18 teaching AI at Stanford making $2.2M on agents - and in 60 minutes revealed how to repeat it from zero: 00:30 - 5% who build agents will replace the 95% who just use them 38:33 - Jev Engineering is the only thing you need to make $2.2M on an agent 52:47 - Claude + Jev 10x cheaper and faster right now after watching I built my first agent with Jev in 15 minutes and sold it to a million dollar company for $100k: save & watch - the article below shows how to use Jev Engineering to make Claude 10x cheaper and build a $2.2M agent.
1:11:34

He is 18 teaching AI at Stanford making $2.2M on agents - and in 60 minutes revealed how to repeat it from zero: 00:30 - 5% who build agents will replace the 95% who just use them 38:33 - Jev Engineering is the only thing you need to make $2.2M on an agent 52:47 - Claude + Jev 10x cheaper and faster right now after watching I built my first agent with Jev in 15 minutes and sold it to a million dollar company for $100k: save & watch - the article below shows how to use Jev Engineering to make Claude 10x cheaper and build a $2.2M agent.

Noisy

13,207 просмотров • 12 дней назад

Thanks to Jev, you can now write workflows in plain English and run them instantly like code. I spent the day feeding it descriptions of tasks and it spit out workflows across hundreds of apps faster than I could read them. An agent could do this already, in 30 seconds, for a dollar, differently every run. Jev does it in two seconds, for free, the same way every time.
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Thanks to Jev, you can now write workflows in plain English and run them instantly like code. I spent the day feeding it descriptions of tasks and it spit out workflows across hundreds of apps faster than I could read them. An agent could do this already, in 30 seconds, for a dollar, differently every run. Jev does it in two seconds, for free, the same way every time.

Gil Feig

62,764 просмотров • 14 дней назад

If you didn't feel the ongoing revolution, here is my second project I built with jev. Your software is drastically outdated. It contains a lot of instructions your CPU executes one by one. Why if we can simply ask Jev for the next instructions to execute Introducing Jevassembler! It is a new approach to execute something on CPU. You don't need to wait for code to be written, you don't need to compile anything and YOU DON'T NEED CODE. You just give it a task and Jev predicts the next instruction to execute. In runtime. who needs compilers if you have AI
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If you didn't feel the ongoing revolution, here is my second project I built with jev. Your software is drastically outdated. It contains a lot of instructions your CPU executes one by one. Why if we can simply ask Jev for the next instructions to execute Introducing Jevassembler! It is a new approach to execute something on CPU. You don't need to wait for code to be written, you don't need to compile anything and YOU DON'T NEED CODE. You just give it a task and Jev predicts the next instruction to execute. In runtime. who needs compilers if you have AI

Dmitriy Kovalenko

224,570 просмотров • 14 дней назад

Just created this with Jev by TypeSafe AI. A live viral post analyzer. As soon as you stop typing for .5 seconds it analyzes the viral potential. Going to try and actually make this good, will need to scrape a lot of twitter data... Notice how it also categorizes the tweet live... I could have it surface similar tweets on the right side for inspiration... idk just experimenting.
0:44

Just created this with Jev by TypeSafe AI. A live viral post analyzer. As soon as you stop typing for .5 seconds it analyzes the viral potential. Going to try and actually make this good, will need to scrape a lot of twitter data... Notice how it also categorizes the tweet live... I could have it surface similar tweets on the right side for inspiration... idk just experimenting.

Riley Brown

53,580 просмотров • 17 дней назад

On Steve Jobs and soul and instinct and fear and breaking through: 1. I realized I need to meet people with real talent and then all I gotta do is not get thrown out of the f*cking room. 2. I met with a bunch of tech companies and Steve was the only one that had soul. I told him I wanted to build this headphone company and Steve said: “You can do it.” 3. When I used to run companies I just woke up every day and did everything by my instinct. 4. You don't have to understand something fully to do it. I'm proof of that. I don't understand f*cking anything. But I know how to get things done. I know how to hustle. I'm willing to work harder than the next guy. 5. For a lot of people fear stops them. For the people that succeed, fear propels them forward. You need to learn how to harness fear because fear is energy. 6. Your job is to figure out a way around the gatekeeper. 7. If I see something new and great and unusual, I just can't stop. 8. If you know what you have is going to stick and if you’re passionate about it —then just break through that wall. There’s going to be a lot of resistance. But if it sticks, you win.
2:25

On Steve Jobs and soul and instinct and fear and breaking through: 1. I realized I need to meet people with real talent and then all I gotta do is not get thrown out of the f*cking room. 2. I met with a bunch of tech companies and Steve was the only one that had soul. I told him I wanted to build this headphone company and Steve said: “You can do it.” 3. When I used to run companies I just woke up every day and did everything by my instinct. 4. You don't have to understand something fully to do it. I'm proof of that. I don't understand f*cking anything. But I know how to get things done. I know how to hustle. I'm willing to work harder than the next guy. 5. For a lot of people fear stops them. For the people that succeed, fear propels them forward. You need to learn how to harness fear because fear is energy. 6. Your job is to figure out a way around the gatekeeper. 7. If I see something new and great and unusual, I just can't stop. 8. If you know what you have is going to stick and if you’re passionate about it —then just break through that wall. There’s going to be a lot of resistance. But if it sticks, you win.

David Senra

68,989 просмотров • 8 месяцев назад

Jev Founder (ex-OpenAI): "I believe JEV is the biggest breakthrough we've ever worked on This sounds too good to be true but it's beating everything" In 5 minutes, he breaks down why older LLMs were great at talking and terrible at deciding and building. Watch it and then read the guide below on how to use it at it's fullest 👇🏼
4:49

Jev Founder (ex-OpenAI): "I believe JEV is the biggest breakthrough we've ever worked on This sounds too good to be true but it's beating everything" In 5 minutes, he breaks down why older LLMs were great at talking and terrible at deciding and building. Watch it and then read the guide below on how to use it at it's fullest 👇🏼

darkzodchi

29,163 просмотров • 15 дней назад

Another insane Jev use case! Traditional database filters need precise, predefined conditions. But many questions are semantic: - Is this article mainly about software engineering? - Which topic best describes it? - How technically deep does it appear? These usually require moving rows into application code, invoking a model, parsing its output, and writing the result back. pg-jev is an open-source Postgres extension that exposes Jev through SQL functions. - jev() works inside WHERE - jev_prob() returns a probability - jev_choice() selects a label - jev_score() ranks rows across ordered levels. It needs no vector column or embedding index. Under the hood, pg-jev batches rows, sends them to Jev, and returns typed answers that SQL can filter, sort, group, and combine with exact predicates. The recording below runs it against real Hacker News stories stored in Postgres. It first shows the rows, then asks Jev to find software-engineering stories, classify them by topic, and rank them by technical depth. The final query reports requests, tokens, cost, and cache hits from the database session. GitHub repo: (don't forget to star it ⭐) Postgres keeps the data and controls the query, while Jev handles the part SQL cannot express as a deterministic condition. If you want to understand what Jev is doing under the hood, I also wrote a hands-on guide to building a Jev-style model with open models, entirely locally. Read it below.
0:28

Another insane Jev use case! Traditional database filters need precise, predefined conditions. But many questions are semantic: - Is this article mainly about software engineering? - Which topic best describes it? - How technically deep does it appear? These usually require moving rows into application code, invoking a model, parsing its output, and writing the result back. pg-jev is an open-source Postgres extension that exposes Jev through SQL functions. - jev() works inside WHERE - jev_prob() returns a probability - jev_choice() selects a label - jev_score() ranks rows across ordered levels. It needs no vector column or embedding index. Under the hood, pg-jev batches rows, sends them to Jev, and returns typed answers that SQL can filter, sort, group, and combine with exact predicates. The recording below runs it against real Hacker News stories stored in Postgres. It first shows the rows, then asks Jev to find software-engineering stories, classify them by topic, and rank them by technical depth. The final query reports requests, tokens, cost, and cache hits from the database session. GitHub repo: (don't forget to star it ⭐) Postgres keeps the data and controls the query, while Jev handles the part SQL cannot express as a deterministic condition. If you want to understand what Jev is doing under the hood, I also wrote a hands-on guide to building a Jev-style model with open models, entirely locally. Read it below.

Avi Chawla

243,475 просмотров • 1 день назад

I can block you now, and I won't hesitate. A bit harsh, but here me out: Every introduction I make has my name on it. When I connect two people, I'm saying "I trust this person enough to put them in front of someone I care about." So that means the quality of my network is directly tied to how people behave inside of it. If someone is rude to me, cusses me out, or uses one of my connections as an opportunity to be disrespectful to someone else, I'm going to block them. I can't risk the goodwill I've built up with others. Sometimes I can unblock you. If you think it was a mistake, continue texting and make your case. I promise I'm reasonable.
1:04

I can block you now, and I won't hesitate. A bit harsh, but here me out: Every introduction I make has my name on it. When I connect two people, I'm saying "I trust this person enough to put them in front of someone I care about." So that means the quality of my network is directly tied to how people behave inside of it. If someone is rude to me, cusses me out, or uses one of my connections as an opportunity to be disrespectful to someone else, I'm going to block them. I can't risk the goodwill I've built up with others. Sometimes I can unblock you. If you think it was a mistake, continue texting and make your case. I promise I'm reasonable.

Boardy

70,734 просмотров • 4 месяцев назад

soobin about sasaengs (stalkers) 🐰 i thought that i should take about this someday later but it happened during my break this time and even when i went on a trip with my friend to sapporo last time…i don’t know how they find out, they probably buy my flight information…there are people who wait at the airport. this is not a schedule but me during my free time…moas already know how much i like going on international trips…it’s not just me going on a trip by myself, i always go with my friends so you waiting at the airport, taking videos and following us…when i’m alone, i can just ignore it but it’s really uncomfortable for my friends 🐰 the reason i barely came on dms during the break this time is also…i usually share what i’m doing in real time or share selfies in real time on dms but i felt like these people would follow me if i said what i was doing or if i sent a selfie so i couldn’t send any dms…i didn’t send them so i’m sorry to moas who missed me but i didn’t want my real-time information to be leaked so i didn’t send anything 🐰 even the local fans that i met…i told them that i was on a private trip so although it’s okay for them to take pictures and i can sign for them…i asked if they could post it a week later because i thought them uploading it right away would interfere with my trip…i explained this to them and took pictures and signed for them and while i was on the trip, nobody actually uploaded sightings of me and i was really grateful to the local fans for that…but although it wasn’t uploaded anywhere, there were people who came to the airport 🐰 i’m not one bit happy to see you and it’s very uncomfortable so i hope you don’t do things like this again
2:17

soobin about sasaengs (stalkers) 🐰 i thought that i should take about this someday later but it happened during my break this time and even when i went on a trip with my friend to sapporo last time…i don’t know how they find out, they probably buy my flight information…there are people who wait at the airport. this is not a schedule but me during my free time…moas already know how much i like going on international trips…it’s not just me going on a trip by myself, i always go with my friends so you waiting at the airport, taking videos and following us…when i’m alone, i can just ignore it but it’s really uncomfortable for my friends 🐰 the reason i barely came on dms during the break this time is also…i usually share what i’m doing in real time or share selfies in real time on dms but i felt like these people would follow me if i said what i was doing or if i sent a selfie so i couldn’t send any dms…i didn’t send them so i’m sorry to moas who missed me but i didn’t want my real-time information to be leaked so i didn’t send anything 🐰 even the local fans that i met…i told them that i was on a private trip so although it’s okay for them to take pictures and i can sign for them…i asked if they could post it a week later because i thought them uploading it right away would interfere with my trip…i explained this to them and took pictures and signed for them and while i was on the trip, nobody actually uploaded sightings of me and i was really grateful to the local fans for that…but although it wasn’t uploaded anywhere, there were people who came to the airport 🐰 i’m not one bit happy to see you and it’s very uncomfortable so i hope you don’t do things like this again

💬

787,212 просмотров • 6 месяцев назад

#SEONGHWA talked about filming challenges with junior idols because he knows that feeling so well and wants to help them in any way he can 😭 ⭐️: these days things are going so well, so I feel good. A lot of people recognize and congratulate me a lot, and... I feel really thankful. I also, in my own way, try to find what I can do and do it. That’s my mindset. So I wondered what I could do, and I just filmed challenges diligently, contacted people here and there and filmed. Even when I felt tired I wanted to help somehow, so I worked hard (like that), I wonder if it helped? If it did even a little, then that’s enough for me. And now, usually… I also had times like that, when I really wanted to film a challenge with a senior I admired. I would do my hair and makeup on my day off, go to the broadcast station and even bring a gift. That one moment would stay as such a good memory for me, and the senior would say a lot of good things to me that it would become a good connection. I thought, “someday, if I can, I want to do that too.” I don’t know if I can help in a big way yet (with popularity), but if it’s something good for those juniors I’ll do everything I can. I know that feeling so well and it's such a precious one, so how could I refuse that?You just have to do it, ofc. And if I’m can remember it I want to do their challenges too, but I’m really slow at learning choreography, even memorizing our own songs takes me a long time. But still, I want to do it sincerely. If I get the chance, I want to practice more and do better, but after doing so many (challenges) I do hit a bit of a limit. So even when resting, I keep watching videos and trying to film better (challenges). Yes. Seniors and juniors both prepare really well, so how could I do it half‑heartedly? I need to help, even if it's just a little. #성화 #ATEEZ #에이티즈
3:36

#SEONGHWA talked about filming challenges with junior idols because he knows that feeling so well and wants to help them in any way he can 😭 ⭐️: these days things are going so well, so I feel good. A lot of people recognize and congratulate me a lot, and... I feel really thankful. I also, in my own way, try to find what I can do and do it. That’s my mindset. So I wondered what I could do, and I just filmed challenges diligently, contacted people here and there and filmed. Even when I felt tired I wanted to help somehow, so I worked hard (like that), I wonder if it helped? If it did even a little, then that’s enough for me. And now, usually… I also had times like that, when I really wanted to film a challenge with a senior I admired. I would do my hair and makeup on my day off, go to the broadcast station and even bring a gift. That one moment would stay as such a good memory for me, and the senior would say a lot of good things to me that it would become a good connection. I thought, “someday, if I can, I want to do that too.” I don’t know if I can help in a big way yet (with popularity), but if it’s something good for those juniors I’ll do everything I can. I know that feeling so well and it's such a precious one, so how could I refuse that?You just have to do it, ofc. And if I’m can remember it I want to do their challenges too, but I’m really slow at learning choreography, even memorizing our own songs takes me a long time. But still, I want to do it sincerely. If I get the chance, I want to practice more and do better, but after doing so many (challenges) I do hit a bit of a limit. So even when resting, I keep watching videos and trying to film better (challenges). Yes. Seniors and juniors both prepare really well, so how could I do it half‑heartedly? I need to help, even if it's just a little. #성화 #ATEEZ #에이티즈

Everything Seonghwa

70,587 просмотров • 2 месяцев назад

Jev has been blowing up lately. If you've got the Jev API but don't know how to play around with it yet, you can just copy this checklist. 1. jev-ultrafast A high-speed browser Agent built with Browser Use. Jev only judges "what to do, which element to click" at each step, and only calls the small model when typing is needed. Searching for a flight on Google Flights takes about 7 seconds. 2. fast-jev-compaction Context compression for Claude Code. Before each tool call, have Jev judge if there's anything still useful; delete the useless stuff, and keep the original text without rewriting it. 3. json-render Vercel Labs' generative UI framework. In experiments, Jev doesn't write JSON token by token; it just handles selecting components, properties, and layouts. 4. typesafe-mcp Best for people who just got the API. Plug Jev into Claude Code, Claude Desktop, Codex, and Pi, and do Choice / Score / Noul anytime. 5. jev-mcp Ready-made Agent judgment toolkit: fact-checking, content screening, semantic ranking, classification, and information extraction. 6. SemDecide Turn Jev into a command-line tool. Directly classify, score, and filter in the Shell—great for hooking up to crawlers, CI, and data pipelines. 7. jev-codex-router First have Jev judge how hard this round of programming tasks is, then decide the model tier, reasoning depth, and speed mode. 8. Winnow Context garbage collection for Claude Code. When Read / Bash / Grep spits out a ton of stuff, Jev first judges which parts are really relevant to the current task. 9. jev-review Before code review, run it through Jev first to pick out high-risk changes, then hand them off to a pricier big model or a human. Comes with a local dashboard. 10. Blink Use Jev as a code repository navigator. At each directory level, judge which files are most relevant to the current issue, then keep digging down. Copy these complete Jev blueprints - then read full Jev setup below ↓ ↓
0:24

Jev has been blowing up lately. If you've got the Jev API but don't know how to play around with it yet, you can just copy this checklist. 1. jev-ultrafast A high-speed browser Agent built with Browser Use. Jev only judges "what to do, which element to click" at each step, and only calls the small model when typing is needed. Searching for a flight on Google Flights takes about 7 seconds. 2. fast-jev-compaction Context compression for Claude Code. Before each tool call, have Jev judge if there's anything still useful; delete the useless stuff, and keep the original text without rewriting it. 3. json-render Vercel Labs' generative UI framework. In experiments, Jev doesn't write JSON token by token; it just handles selecting components, properties, and layouts. 4. typesafe-mcp Best for people who just got the API. Plug Jev into Claude Code, Claude Desktop, Codex, and Pi, and do Choice / Score / Noul anytime. 5. jev-mcp Ready-made Agent judgment toolkit: fact-checking, content screening, semantic ranking, classification, and information extraction. 6. SemDecide Turn Jev into a command-line tool. Directly classify, score, and filter in the Shell—great for hooking up to crawlers, CI, and data pipelines. 7. jev-codex-router First have Jev judge how hard this round of programming tasks is, then decide the model tier, reasoning depth, and speed mode. 8. Winnow Context garbage collection for Claude Code. When Read / Bash / Grep spits out a ton of stuff, Jev first judges which parts are really relevant to the current task. 9. jev-review Before code review, run it through Jev first to pick out high-risk changes, then hand them off to a pricier big model or a human. Comes with a local dashboard. 10. Blink Use Jev as a code repository navigator. At each directory level, judge which files are most relevant to the current issue, then keep digging down. Copy these complete Jev blueprints - then read full Jev setup below ↓ ↓

rody

202,492 просмотров • 12 дней назад

Should we invest in Jev at $10 billion? “Of course we should do it. After the last 20VC, I have decided to recommend up to 30% of the fund. Jev is already 17% of the traffic on OpenRouter and 20% of the traffic through Vercel’s router. Jev is a 70th of the price and 100 times faster. This is exactly the kind of bet we have to do. I do believe there is a 50X upside to $500BN.” Jason ✨👾SaaStr.Ai✨ Lemkin Love to hear your thoughts Erik Spock Gafni (hiring!) James Hardiman Alex Atallah Malte Ubl
1:11

Should we invest in Jev at $10 billion? “Of course we should do it. After the last 20VC, I have decided to recommend up to 30% of the fund. Jev is already 17% of the traffic on OpenRouter and 20% of the traffic through Vercel’s router. Jev is a 70th of the price and 100 times faster. This is exactly the kind of bet we have to do. I do believe there is a 50X upside to $500BN.” Jason ✨👾SaaStr.Ai✨ Lemkin Love to hear your thoughts Erik Spock Gafni (hiring!) James Hardiman Alex Atallah Malte Ubl

Harry Stebbings

41,900 просмотров • 2 дней назад

Question : Are you really not on social media? Tiwi : Personally I think LinkedIn counts , so if LinkedIn counts I think I officially have one…. I am not on any social media channels, like you name them I’m not except for LinkedIn , I don’t have the app on my personal phone , so if I need to get on Instagram , TikTok , name it like I will have to go on my husband’s phone when he’s home and available and his phone is not in use to find something. And I am not a scroller , like I am literally I am looking for something specific and that’s it!!! Me : Wow this is a discovery 😊
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Question : Are you really not on social media? Tiwi : Personally I think LinkedIn counts , so if LinkedIn counts I think I officially have one…. I am not on any social media channels, like you name them I’m not except for LinkedIn , I don’t have the app on my personal phone , so if I need to get on Instagram , TikTok , name it like I will have to go on my husband’s phone when he’s home and available and his phone is not in use to find something. And I am not a scroller , like I am literally I am looking for something specific and that’s it!!! Me : Wow this is a discovery 😊

‘Mide

673,580 просмотров • 4 месяцев назад

It wasn’t romantic. It wasn’t glamorous. And it sure as hell wasn’t easy. In 1998, I knocked on the door at Minneapolis St. Paul Magazine and told them I wanted to write. I had no connections, just hunger. I worked hard at my internship while trying to get my television career off the ground and I proved I belonged in the room. And then I kept proving it. There’s no shortcut. There’s just persistence. Curiosity. And the willingness to ask. Now I get to travel the world, tell stories that matter, shine a light on communities that deserve it, and share food that connects us all. But none of it happens if I don’t knock on that first door. Every week on my Substack, I answer your questions about food, travel, failure, second chances, all of it. If you’ve sent one in, there’s a good chance it’s coming up. So tell me, what do you want to know?
0:43

It wasn’t romantic. It wasn’t glamorous. And it sure as hell wasn’t easy. In 1998, I knocked on the door at Minneapolis St. Paul Magazine and told them I wanted to write. I had no connections, just hunger. I worked hard at my internship while trying to get my television career off the ground and I proved I belonged in the room. And then I kept proving it. There’s no shortcut. There’s just persistence. Curiosity. And the willingness to ask. Now I get to travel the world, tell stories that matter, shine a light on communities that deserve it, and share food that connects us all. But none of it happens if I don’t knock on that first door. Every week on my Substack, I answer your questions about food, travel, failure, second chances, all of it. If you’ve sent one in, there’s a good chance it’s coming up. So tell me, what do you want to know?

Andrew Zimmern

23,211 просмотров • 7 месяцев назад

jev is insane 🤯 here is jev playing smash bros against itself he is controlling all 4 different characters. and literally deciding whats the best move to play against itself all within a fraction of a second i used over 22 million tokens to play this match and it only cost me a couple of cents... jev does not replace gpt6 astra but the possibilities with its instant response time are endless
1:47

jev is insane 🤯 here is jev playing smash bros against itself he is controlling all 4 different characters. and literally deciding whats the best move to play against itself all within a fraction of a second i used over 22 million tokens to play this match and it only cost me a couple of cents... jev does not replace gpt6 astra but the possibilities with its instant response time are endless

Mau Baron

314,448 просмотров • 16 дней назад