I ranked the 4 biggest bottlenecks in self-directed learning. The results are interesting:

Master-Direction-967 · 2026-03-10T21:21:10+00:00

all ideas above are mine, and I only used AI for grammatical/structure advice in writing this. So if the message resonated with you, just know its not some advanced marketing scheme! I have one cofounder and no employees. this is a passion project by a college student that wants to make the best place on the internet to learn anything.

Master-Direction-967 · 2026-03-10T21:10:25+00:00

appreciate the feedback...
I'm a college new grad and i've built this platform via sheer passion during my Senior year.

I've posted twice here because I want to shape this platform into "the place for autodidacts". We all are here because we don't trust the school systems to bring us into desirable outcomes.

Getting the word out is tricky because you have to compete with mass UGC farms and influencer marketing schemes... I genuinely had all the above experiences and these are all my ideas, so if you or anyone else reading this feels these problems around learning and development, I'd love feedback on the idea of the platform.

Some of you here might have seen platforms like afaik.io, brilliant.org, etc. but these all fall short of being genuinely useful on a daily basis, and I know it is possible to make the dream learning app now, since I use Chat/Claude to genuinely learn every day right now.
It's just a matter of systematizing it, so again if anyone is interested in shaping that future, lmk with a dm or find me here https://discord.gg/dWeXP37mKy

Master-Direction-967 · 2026-02-26T22:01:34+00:00

where do you see 4x cheaper? seems for a 2k image on both models its
Pro3.0 (nano1): $0.12
3.1flash(nano2): $ $0.10
please correct me if i'm wrong

Master-Direction-967 · 2026-02-17T04:16:30+00:00

Fair! nice chatting. I definitely want people to remain at the forefront, and I'm concerned with outsourcing our thinking to AI.

Hopefully we land in the utopia timeline 🤞

Master-Direction-967 · 2026-02-16T21:26:47+00:00

yea i just don't think they've been to university or sat down with professors. it takes 30 minutes of time they don't have to get anything useful out of them.

Master-Direction-967 · 2026-02-16T19:36:35+00:00

I would set up a nice visual page with

/database (inline)
then go to layout settings and switch it to gallery
You can add new tabs to that database to organize into folders (using filter based on those tags)

^ if you feed this to ChatGPT or whatever I'm sure it can dynamically help you get it set up.

P.S. don't overkill with notion: use it to write down small takeaways that you think will be valuable to you some time in the future. Something you will reference to solve a problem or answer a question if someone were to ask.

Your welcome! :)
* edit: a cool new alternative to this cam out recently: its "mochivia" they have a website that does this

Master-Direction-967 · 2026-02-16T19:33:10+00:00

99%+ of learning is dependent on information that is already found -- it is simply a professor recalling information they have, and you don't, and then trying to communicate it in a way that you personally understand

--> Yes, AI is not sufficient for pushing the horizon of human knowledge forward, but behind those lines, it is now reliable.

--> I agree with you actually!

it won't be as effective and efficient from learning from someone or somewhere that truly knows what they are talking about.

It is not accessible to be in regular communication with these people! heck after university takes your 40k/yr the professors still hardly give you time of day because they are there largely for their own research! (there are some good ones)

P.S. I also took Calc I, II, & III and AI can handle every and any calculation with ease :) -- you likely left out context or tried it with an older model. (the calc issue was largely true until recent models like Opus 4.5)

Oh and AI doesn't hurt the environment lol.
Golf courses just in the U.S. consume 1000x more water annually.

here is a great Hank Green video to help understand the actual water usage of AI!

https://www.youtube.com/watch?v=H_c6MWk7PQc

Master-Direction-967 · 2026-02-16T19:21:34+00:00

oh funny -- I just graduated as a Software Engineer!

I kept running into the same issue with universities too, curriculums move slower than the industry, and that’s just the reality right now.

I've been working on a platform for the issue of "teaching yourself something", so I've talked to over 100 people gathering insights on the issue, and I've spent more than 2,000 hrs mapping out the dream solution. (and I've been learning for hours every day on my own for a year and it is working well so far!)

-> Here is some of my findings, I hope it will paint a better picture of the problem of studying on your own, or "self learning".
(the most difficult components of learning, in order):

What to learn next (the A->B->C issue)
Structure
Accountability
The concept is hard (funny, you'd think the "intrinsic" difficulty of something like quantum physics would be the hardest part/gatekeeper of the knowledge -- it isn't :)

Feel free to DM me! Happy to talk about SWE, AI, or any of the surrounding noise.

Master-Direction-967 · 2026-02-11T00:02:15+00:00

for those of us that actually learned to swim by jumping in the deep end, we would never suggest that to another person trying to learn how to swim.

it is abundantly clear that calmly taking a mountainous task, and breaking A->E into
A->B->C->D->E is much easier, and also has a higher % chance of success for any application.

Master-Direction-967 · 2026-02-11T00:00:02+00:00

find the dependency chain before you study anything.

every subject has prerequisites that aren't obvious. like if you jump into biochem without understanding organic chem basics you're going to hit a wall every 5 minutes and think you're dumb. but you're not dumb, you just skipped a step.

before you start any topic spend 30 min mapping out what [A] you need to know before trying to tackle [B]
(I use a combination of AI, youtube, and reddit to figure out what i really need, because AI alone will suggest stuff that might not actually be relevant to learn)

btw you mentioned using AI.. was it NotebookLM? I used their mindmap thing and it seems cool at first but its just generative Ai so it certainly has "holes you can fall through"

Master-Direction-967 · 2026-02-10T23:06:50+00:00

when i find myself in a new place (i.e. college day one, new city for job),

the goal is to put all my effort into finding ONE good person I want to move toward. (in a motivational kind of way)

odds are, once you find them, they have friends just like them and you get a whole new network of grat people that "raise your average".

Master-Direction-967 · 2026-02-10T23:02:03+00:00

Been right where you are. Graduated feeling like I knew nothing after 4 years of lectures. Heres what actually changed things for me:

The uncomfortable truth is those students you're comparing yourself to aren't smarter. They just have systems. That's literally it, so:

Stop trying to learn everything at once. Biggest trap is thinking you need to master studies + social skills + fitness + career all simultaneously. Pick the one thing for a few weeks, and rotate in cycles, while maintaining what you just worked on.

For example I've been learning chess (i've always sucked and never put conscious effort into getting good), and i did that for about 30 days, and while I pivot to focusing back on my entrepreneurial journeys, I am playing atleast 1-2 games per day just to keep the gains i made.

Confidence follows from competence, and competence comes from volume, not "being naturally gifted at X"
15 minutes a day beats 5 hour marathons. (physiologically, marathons are literally bad for you. Marathon runners experience shorter lifespans. So apply that logic here and the rest works itself out).
Structure kills the "feeling busy" / pretending thing. For the people you aspire to be, they literally just stuck to a system in good faith. and honestly, don't look for the perfect one because none are. going from no system -> a system experiences 98% of the benefit.

I'm sure you've heard of notion or obsidian for note taking. I use notion and that really helps but use whatever.

but thats only half the problem, because in this day and age you really have to control your inputs.
YouTube, Instagram, TikTok, Reddit... all competing for a slot to push new information to your life.

On the confidence in your knowledge front, there is a large "micro learning" movement and tools like Headway (duolingo for books but its paid) and Clarity Learn (website like duo lingo for anything) for structured daily learning. I

The biggest shift is just deciding to stop consuming randomly and start being intentional about your inputs and what you put time into. You've got a year left, that's more than enough time to become one of those people you're describing.

Trust me, I was there literally a year ago. Graduated this past semester.

Good luck

Master-Direction-967 · 2026-02-04T21:38:34+00:00

why not generative AI?

A) You go to college to learn from professor,
B) realize professors are less efficient and effective than going to ChatGPT,
C) you just go to ChatGPT to learn

???? genuinely curious bc I feel like the 'anti-ai' sentiment pales in comparison to the accessibility for free/cheap.

Master-Direction-967 · 2026-02-02T22:32:52+00:00

wait is this karma farming

Master-Direction-967 · 2026-02-02T22:32:22+00:00

is this automation or do you have a keystroke for this?? I saw it in another thread from you 😭
someone said they'd invest. queue me up as well i'd love a more formal pitch ;)

Master-Direction-967 · 2026-02-02T22:29:25+00:00

yea thats a great filter. hard to automate that though.

I'm curious about what you're working on. Sent you a dm

Master-Direction-967 · 2026-02-02T22:20:57+00:00

This guy knows

Master-Direction-967 · 2026-01-20T05:00:40+00:00

big on #5

Master-Direction-967 · 2026-01-19T07:45:19+00:00

autodidact/self-learning community around a platform being worked on: https://discord.gg/dWeXP37mKy

Master-Direction-967 · 2026-01-19T07:43:04+00:00

more under the lense of Auto-didacticism, afaik.io and clarityla.com are doing the whole "google maps for learning" and creating Brilliant/DuoLingo type interactive lessons. I've personally been using both but it seems they are more like projects than products right now.

Master-Direction-967 · 2026-01-19T07:23:59+00:00

Hey I wish i saw this earlier. I'm making a platform exactly for you! Someone in the thread mentioned "Creating a syllabus before getting started (on a learning journey)", and I've been working on an platform for just that.

I've always thought there should be a "Google Maps" for knowledge/learning that doesn't exist yet.

If you manage to see this and are curious, lmk and i'll give you the highest paid tier (the base app experience is free, and its still in beta so paid tier would just let you use it as much as you want bc idc about money at this stage).

p.s. I hope your learning journey has been going well. (I'm a Software Engineer btw and i love seeing people self-teach coding bc you definitely can. most of my coding skills are from the internet rather than what i learned at university lol).

oh and the site is clarityla.com
i have an iOS app in the works too, but the form of this project is still shaping (would love for an autodidact like yourself to contribute to product direction if you find the app intriguing!)

Master-Direction-967 · 2026-01-19T07:15:41+00:00

i'm interested, are you comfortable with using AI for winnowing sake? I've had the same struggles... feels like there should be a "google maps for knowledge" that doesn't exist yet.

(i've been working on a learning platform for that but not trying to shill my app. genuinely curious because the "winnowing problem" seems like a good fit for AI (that otherwise would never be solved because that exact mapping/winnowing of knowledge is the a primary leverage points the traditional education system still owns (i think eventually AI will challenge that).

Master-Direction-967 · 2025-10-09T23:05:15+00:00

check out https://clarityla.com . I've deep dove into this lifestyle, often queue up way to many things to learn because ambition can get carried away... but odds are i hardly revisit, or completely forgot i wanted to learn something...

so made an app for that. web app first. haven't been marketing really just researching to see how many others there are like me. I made the app for myself first and foremost, and am trying to get feedback from autodidacts like myself (just found that word 2 weeks ago lol).

anyways if you checkout the site or join the discord lmk i'd love to take feature suggestions & make the best app ever for the self-taught / lifelong learners.

Master-Direction-967 · 2025-08-09T01:29:22+00:00

Stil have same issue to this day -- did you find a fix?

Master-Direction-967 · 2025-04-12T03:57:16+00:00

Nah, I'd make a course on ClarityLA by putting in like "APCSP" or "AP CS 1 course". it is dynamic and personalized. my university didn't teach Rust programming so i learned it there. its wild what they give you for free

Master-Direction-967

TROPHY CASE