📦 EVERY ENTRANT GETS A FEEDBACK FILE 📦 🔍 HOW WE READ THESE We cloned every repo and pinned it to its last commit before the deadline. Seventeen of eighteen had nothing after it. Then we did what the rubric asked, for every entry. We read the schema in reference/ first. We found the rule for a field with no source. We ran your folder three times: on the input you shipped, on that input with something the schema needs cut out, and on that input with irrelevant material stapled on. Then we picked five claims from your own output and found where each one came from in the input. That trace table is in your file. Five claims, five locations. You can see exactly where we looked and what we found. Every entrant shipped an input. That alone made this the most checkable field we have judged. 📚 WHAT THE FIELD TAUGHT Three lines split eighteen builds: ✅ The degraded test broke almost nobody. The rubric expected most entries to fail here, handing back a shorter document when the input ran short. Seventeen of eighteen kept the full shape and marked the gap. Name the hard case precisely and this community builds for it. ✅ The one way to lose held for seventeen of eighteen. The brief named it: put something in the output that was not in the input. We traced five claims in every entrant's own committed output. One entry had it. The near misses all had the same shape. The quote was real, and the value, the link or the sentence written next to it was not checked. Sixteen entries ship a checker, and we planted a fault in every one. Fourteen caught it by name. The two that missed had that same blind spot. ✅ Drop nothing turned into keep everything. Seven builds have a contract that cannot ignore anything, so a stapled email became a compliance row, a speaker, or an allergen. Every leaked line was quoted and cited, so nothing was invented. It was still noise on the page. Coverage and noise rejection pull in opposite directions, and only a few builds wrote down which one wins.

Tell us three things: 1. What you do (job, industry, student, career-changer, whatever) 2. What brought you to Clief Notes 3. One thing you're trying to figure out right now related to computing or AI I'll respond to every single one. And read each other's intros too because the person who's stuck on the same problem as you might already be in this thread. I'll go first I am Jake, I have been working in tech for 15 Years, building with Generative AI for 3 Years straight now! Excited to teach and learn! That's it. Simple, scannable, gives you data on who's joining and what they need, and keeps the feed clear for content that retains people past week one.

You just used Claude Desktop as a thinking partner instead of a vending machine. Vote below, then tell us in the comments: what was the problem, and what was the insight you walked away with?

After 5 months of being in this community, I finally caught the ICM flu... I didn't catch it the first month--we were just having a good time back then. I didn't catch it the second month, either. Those were the "lego" days, and still long before it would really click. I didn't even catch it when I started a second company 6 weeks ago, that I built after being inspired right here in this community. For 5 months, I was vibe coding. Up late, up early, like a middle schooler with a new video game, like the internet just became a thing for the first time... I thought that was the thick of it. No. Oh no.. No, no, no, no, no, no. There are levels, boys, there are levels... I caught the ICM flu once I made a widget that an actual client used. And then it finally clicked. Software. Agents. Human. You can just build a whole foundation for any company using this method. Which, sure, yes, we know that. But, realizing that once you got it... once you've built that first widget, that first workflow tied to a piece of software you coded and an agent you made, you realize... that's the whole thing. Do it once, do it a thousand times. Recycle, reuse. We're all software developers now, baby! About 2 weeks after it finally clicked, I joined the Lyceum because I understood the value of this finally. It does not matter what you plan to do--these skills transfer to ALL SORTS of things. Software, Agents, Human... just apply it to.... anything! As a side note, I have already received value after the first Lyceum session. I finally can see how I can transform my little house cleaning company into a mega machine and create the dream vision I have for this company. FOR ANYONE THAT SAW MY ANNOUNCEMENT ABOUT STARTING A COMPANY... This is going to sound nuts, I know, but Im shutting down the company I just made despite the fact that it's working. I can now see that the greatest play, and most value I can create, is going to come from the company that I have so much experience in already, and not the one that I have limited experience with. My judgements and tastes are strong where I've spent a ton of time already. Really, I have 3 lanes I've spent the majority of my life in, and I've decided I need to see those through at this point because I have way too much specialized knowledge to not do something with it. *And that's the secret sauce.*

Hey, I'm 72 hours into the school community. I've been learning so much. The course has been amazing. I've already met some awesome people in here. I just want to give a general thank-you and some positive feedback saying: - Great product - Great community - Love what's going on - Learning a lot - So much value here - Appreciate everyone involved Keep cranking!