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Owned by Jake

Clief Notes

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What we give away free beats most paid courses. Build durable AI systems with a Marine vet and Edinburgh researcher. 40+ lessons, growing.

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226 contributions to Clief Notes
Calling all friends, asking for your support if you can spare it ❤️
My best friend’s dad is currently going through cancer treatment and there is a go fund me to support his medical costs. I’m not expecting anyone to contribute life is costly enough but if you have it in your heart and are able to help it would be appreciated more than anything. Thanks in advance to anyone who takes the time to read this! https://www.gofundme.com/f/support-mikes-cancer-journey-594gk?attribution_id=sl:15012345-d96b-4d61-8d72-478b304a6fae&lang=en_US&ts=1781827434&utm_campaign=fp_sharesheet&utm_content=amp20_t1&utm_medium=customer&utm_source=facebook&fbclid=IwRlRTSASheIRleHRuA2FlbQIxMQBzcnRjBmFwcF9pZAo2NjI4NTY4Mzc5AAEewEgvL9AJQEZZj4hn-1GjsoRFFucAjFoNIwMfSrKK0H6msk7Hga8rGkqyWWg_aem_sJu0t4KDXFlHZ4Z_eAyFbA
4 likes • 2d
Donated
0 likes • 1d
@Don Roy 👍🙏
WEEK 7 COMP⚙️ THE OPERATOR — RESULTS
(and a small change to how we run these) Hello everyone!! 👋 First, the honest bit. This one is landing later than Monday, and on purpose. Two things got us here. One, a lot more of you are submitting now. If I am going to really sit with every entry and give it a proper look, a weekend is not enough. This round I went through all of them, watched the videos, opened the repos, the full pass. That takes time and I would rather do it right than rush it. Two, I could feel a few of you running hot. Weekly is a sprint, and burnout was starting to creep in for some. So we are moving to bi-weekly. More room to build, more room to breathe, and the time for me to actually review the work the way it deserves. 🎥 Quick word on the videos. They were a step up this round. Some of the animated walkthroughs and live demos were a genuine pleasure to watch, and yes, I weigh them. A clean demo that shows the thing actually working makes a real difference. However I don't want that to ALWAYS be a requirement. Also you will notice the Heavy hitters that you usually see up here are not currently, some posted late and I decided to let the new entries and first timers also have a chance as well! But certainly, check the original post as every submission has something for you to learn from : 💰 Competition 7 ➖➖➖ 🛠️ A FEW THAT STOOD OUT (in no order, and if you didn't make it, it doesn't mean yours wasn't great) The Pipeline Operator — @Jayden Forshee Runs a whole sales pipeline. Paste a lead and it grades it, writes the outreach, and moves the card itself. The live board where you watch cards move on their own, sat right next to a normal chatbot, was one of the clearest ways anyone has shown what an operator actually is. https://github.com/griffainai/studio-pipeline-operator Board: https://pipeline-operator.vercel.app/board
UI question
Hey guys so been busy building completed my factory and I’m working on UI and I have had troubles getting what I want from it and it got me curious to ask how you guys go about creating your UI I have a UI framework I was originally trying to go for like a mind map role navigation keeping it adhd friendly etc but it hasn’t been easy to get there any tips on how you guys get your UI’s together ?
1 like • 4d
Obsidian has a pretty good built in UI, some people like to use just good ole html and CSS with the front end skill, I think it comes down to what you want. Personally I skip almost all of it and focus on only needing my voice or messages to navigate information rather than a UI at all
I'm flattered! And it's a great breakdown!!
Someone shared that a person a reaction video was made about my method and at first I was nervous but immediately it was amazing praise. I have never met with this person one-on-one and I haven't paid them or done anything other than post my own videos ! I think they do a great job at breaking some of the concepts down. It does an amazing job of breaking down some of the logic especially some parts where I go ranting in my video he slows it down a bunch ! Much needed
25 likes • 4d
@Colin Swift dude what !! That is SO badass and what I love it. Quick correction though YOU got the promotions, my content is just the tool you used 🙏🙏
5 likes • 4d
@Kevin Pauly You're going to make me cry! Thank you so much and I'm so happy to give you value in this day and age. The best way to handle a world full of destruction is to add to it in your own form of creation..
On the road to become AI engineer
Hello everyone, i m new here and since the end of my degree (comptability) I m really interested in AI et Angentic system, i m currently following the course too, but I had a question on the path I m going into, My objective is to become AI/Agentic engineer to be able to create automatic system for myself or for company and try to live with it, honestly i asked Claude a week ago how to do it in autodidact and he gave me a strong roadmap, i just want to know if its really pertinent and if any of u have some advice for my learning : 1) Learning Python (basic like being able to read it / debug / understanding environement / HTTP and JSON request / little project) 2) API LLM (prompt system, how API work, how to use it with JSON, make him use tool in a loop, manage API error and cost per call) 3) Agent & MCP (WorkFlow vs Agent, agentic loop, writing an MCP, real project) 4) Prod & Evals (Git, deploy something that work without me, Logs & monitoring, Evals to test and evaluate quality) And voilà that is my whole plan for the next 6 month, so if you have advice or see things that aren't coherent or other things to really learn feel free to tell me i take everything to learn the maximum and be able to really do something in some month 😄
3 likes • 4d
I suggest looking into testing and effecting "fuzzy metrics" things where "best" is hard to clearly state. Check out my masters thesis, it's a data pipeline I made exploring one particular area of "fuzzy" https://arxiv.org/abs/2510.11742
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Jake Van Clief
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21,049points to level up
@jake-van-clief-2217
I build and teach. 8 Years Marine Corps, Masters of Science, Farmer.

Active 23h ago
Joined Oct 11, 2023
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