I've realized that most of my tendencies to set up elaborate note-taking systems and frameworks have been an attempt to address my anxiety around learning and productivity. I'm constantly in the mode of "learning defensively" - questioning what I'm absorbing into my mental toolkit, how much I retain, and how much I'd be able to conjure if I needed to solve a problem in that domain. In this context, noting down whatever I come across in Obsidian canvases or webs of interlinked notes or making Anki flash cards gives me some comfort about what I'm doing, and of course satisfies the urge of organizing and categorizing things.
But when I relate these activities to learning itself, it becomes difficult to gauge how much of it is necessary. If I don't constantly serialize or test what I'm learning, how do I know I'm learning anything at all? And externalizing so much starts to feel like a burden and gives me less confidence in my own intrinsic ability to just go and do things.
I was going to post an "Ask HN" on this topic to see if other people related to this. If anyone has been in this mindset before and managed to break out of it, I'd be curious to know what helped!
I don't know your specifics, so I'm going to reply with what I've learned about learning:
I found reading a textbook, and typing notes into a dumb markdown file with the textbooks name is good enough. Typically: definitions, quotes, and personal thoughts while reading. Did this for stats/comp sci/etc. Obsidian + markdown worked for that, even without plugins. Being able to text search is useful, which is why I don't hand write.
Anything beyond that you have to be cautious about paralyzing yourself from trying XYZ PKM.
Theres a quote from stephen king that goes somewhere along the lines of "during first draft don't try referencing or fixing grammar because it breaks your train of thought". I think similarly, when learning something, choose the thing thats most out of the way (usually the simplest) that is least likely to break your train of thought.
In terms of tracking how much you're learning, I'd be very very slow and incremental in what tooling/methods you pick. For me, I just trust myself after reading/notetaking a textbook. Usually homeworks get very easy which is a good sign. Being able to explain what I learned to someone else is a good sign.
Say what you will about Tim Ferris, but maybe he was onto something when he said only learn the bare minimum to get something done and more than that is a waste (4 hour workweek).
That needs to start all conversations in this area. Not everyone had the same goals.
Second, what is your specific problems?
Again not everyone had the same problems. There are common problems with common solutions (often multiple conflicting solutions that work in isolation but perhaps not for your life), learning what works for others can thus be helpful. Beware, not all problems are big enough to be worth addressing for you.
The important part is find what works for you. Sometimes you don't need to measure what you learned - which seems to be your concern- if it is important and you learned it you will remember when needed. Of not you need to look it up again. It can be liberating to realize that you don't need to measure everything. Sometimes that isn't good enough though, so back to the first two questions.
I'm starting to break out of this mentality by noticing that
1. I excelled at my exams without any strange note taking systems;
2. I remember many details down the road, even things I thought I had forgotten. For example, I needed some Linear Algebra, and I was surprised by how much I recalled after 10 years, so much in fact that in 3 days I was on par with when I passed my exam. It would have been worth it to make an Anki flashcard for every theorem?
3. In the exam I used such method I just needed much more time that when I used my minimalist note taking. So much in fact that I question the efficiency of such methods.
Well if you write down a snippet of code, and later upi reliaze you need that code a gain but don't remember it but do remember that you must have written a note about it, then writing down the note was useful.
The issue I'm still working on is how do I find such notes when I don't exactly remeber what they were about.
I returned to hand-written notebooks. None of these knowledge management frameworks ever worked for me. Sure my agents have their own semantic memory system but I’m not an agent.
I also much prefer handwritten notes. The act of writing something down helps it to stay in my memory more than typing it up. The main for me downside is there's no Cmd+F for my handwritten notes.
I read a post recently about using a local LLM to OCR handwritten notes that I intend to trial soon:
Brennan could have gone about a better more interesting route that I would have agreed with more, instead of incorrectly blaming Obsidian and conflating it with a specific PKM framework.
I am an avid obsidian user and have avoided most PKM stuff, and instead just developed a PKM that works for me through slow incremental improvements and changes. The beauty of Obsidian is the plugin eco system, and I even was able to develop my own plugin for what I specifically wanted. I think that's what Brennan basically talks about in his "Question 3" section where he favors just making your own.
I do think that there is "choice paralysis" that people may have when jumping into Obsidian and trying to add plugins too early instead of discovering what works (and what doesn't) for them first.
His final point:
> After researching... well, research, a part of me feels a sense of relief. The fact is that I've been using ad-hoc, improvisational methods for research and knowledge management for my entire life. It's clear I haven't been missing out on deeper, richer understandings by way of more complex knowledge management systems.
I completely agree with this, and Obsidian is one of the best tools to do this! And Brennan corrects this in his update at the end of his article.
Writing the notes is more the point than re-reading them, at least for me. Writing stuff down forces me to kick things around and find a good structure, and that's where the useful stuff happens.
Yeah, that's a good method. Never forgetting stuff is such an amazing side effect of putting them down in writing. Instead of throwaway notes, I write articles for my website now. I actually have fun re-reading those.
I've realized that most of my tendencies to set up elaborate note-taking systems and frameworks have been an attempt to address my anxiety around learning and productivity. I'm constantly in the mode of "learning defensively" - questioning what I'm absorbing into my mental toolkit, how much I retain, and how much I'd be able to conjure if I needed to solve a problem in that domain. In this context, noting down whatever I come across in Obsidian canvases or webs of interlinked notes or making Anki flash cards gives me some comfort about what I'm doing, and of course satisfies the urge of organizing and categorizing things.
But when I relate these activities to learning itself, it becomes difficult to gauge how much of it is necessary. If I don't constantly serialize or test what I'm learning, how do I know I'm learning anything at all? And externalizing so much starts to feel like a burden and gives me less confidence in my own intrinsic ability to just go and do things.
I was going to post an "Ask HN" on this topic to see if other people related to this. If anyone has been in this mindset before and managed to break out of it, I'd be curious to know what helped!
I don't know your specifics, so I'm going to reply with what I've learned about learning:
I found reading a textbook, and typing notes into a dumb markdown file with the textbooks name is good enough. Typically: definitions, quotes, and personal thoughts while reading. Did this for stats/comp sci/etc. Obsidian + markdown worked for that, even without plugins. Being able to text search is useful, which is why I don't hand write.
Anything beyond that you have to be cautious about paralyzing yourself from trying XYZ PKM.
Theres a quote from stephen king that goes somewhere along the lines of "during first draft don't try referencing or fixing grammar because it breaks your train of thought". I think similarly, when learning something, choose the thing thats most out of the way (usually the simplest) that is least likely to break your train of thought.
In terms of tracking how much you're learning, I'd be very very slow and incremental in what tooling/methods you pick. For me, I just trust myself after reading/notetaking a textbook. Usually homeworks get very easy which is a good sign. Being able to explain what I learned to someone else is a good sign.
Can confirm.
Say what you will about Tim Ferris, but maybe he was onto something when he said only learn the bare minimum to get something done and more than that is a waste (4 hour workweek).
What is the goal?
That needs to start all conversations in this area. Not everyone had the same goals.
Second, what is your specific problems?
Again not everyone had the same problems. There are common problems with common solutions (often multiple conflicting solutions that work in isolation but perhaps not for your life), learning what works for others can thus be helpful. Beware, not all problems are big enough to be worth addressing for you.
The important part is find what works for you. Sometimes you don't need to measure what you learned - which seems to be your concern- if it is important and you learned it you will remember when needed. Of not you need to look it up again. It can be liberating to realize that you don't need to measure everything. Sometimes that isn't good enough though, so back to the first two questions.
I'm starting to break out of this mentality by noticing that
1. I excelled at my exams without any strange note taking systems;
2. I remember many details down the road, even things I thought I had forgotten. For example, I needed some Linear Algebra, and I was surprised by how much I recalled after 10 years, so much in fact that in 3 days I was on par with when I passed my exam. It would have been worth it to make an Anki flashcard for every theorem?
3. In the exam I used such method I just needed much more time that when I used my minimalist note taking. So much in fact that I question the efficiency of such methods.
Well if you write down a snippet of code, and later upi reliaze you need that code a gain but don't remember it but do remember that you must have written a note about it, then writing down the note was useful.
The issue I'm still working on is how do I find such notes when I don't exactly remeber what they were about.
> how do I know I'm learning anything at all?
I keep "proofs" of past performance. Like a drawing or a name of netflix series I barely understood or a text I wrote.
Once in months, I check that stuff and see myself understand the series better, see that I do better pictures etc etc.
When I feel anxiety, I check old stuff and compare it to the new stuff. It brings pleasure.
I returned to hand-written notebooks. None of these knowledge management frameworks ever worked for me. Sure my agents have their own semantic memory system but I’m not an agent.
I also much prefer handwritten notes. The act of writing something down helps it to stay in my memory more than typing it up. The main for me downside is there's no Cmd+F for my handwritten notes.
I read a post recently about using a local LLM to OCR handwritten notes that I intend to trial soon:
https://andrewdoering.org/blog/2026/remarkable-local-handwri...
Note Brennan, who wrote the article this one is responding to added an update: https://brennan.day/what-have-note-taking-pkms-accomplished-...
Brennan could have gone about a better more interesting route that I would have agreed with more, instead of incorrectly blaming Obsidian and conflating it with a specific PKM framework.
I am an avid obsidian user and have avoided most PKM stuff, and instead just developed a PKM that works for me through slow incremental improvements and changes. The beauty of Obsidian is the plugin eco system, and I even was able to develop my own plugin for what I specifically wanted. I think that's what Brennan basically talks about in his "Question 3" section where he favors just making your own.
I do think that there is "choice paralysis" that people may have when jumping into Obsidian and trying to add plugins too early instead of discovering what works (and what doesn't) for them first.
His final point:
> After researching... well, research, a part of me feels a sense of relief. The fact is that I've been using ad-hoc, improvisational methods for research and knowledge management for my entire life. It's clear I haven't been missing out on deeper, richer understandings by way of more complex knowledge management systems.
I completely agree with this, and Obsidian is one of the best tools to do this! And Brennan corrects this in his update at the end of his article.
AI memory systems have replaced that for me. AIs will actually read those things too. I never read my own notes.
Writing the notes is more the point than re-reading them, at least for me. Writing stuff down forces me to kick things around and find a good structure, and that's where the useful stuff happens.
> Writing the notes is more the point
Yeah, that's a good method. Never forgetting stuff is such an amazing side effect of putting them down in writing. Instead of throwaway notes, I write articles for my website now. I actually have fun re-reading those.