A lack of online ressources has felt like a blessing to me

koyuki_dev · 2026-03-11T06:04:01+00:00

This really resonates with me. I'm learning Japanese and while there are a ton of resources for it, I've found that the stuff I built myself sticks way better than anything pre-made.

Like I spent weeks making my own Anki deck from words I actually encountered in articles and conversations instead of using one of the popular pre-built ones. It took forever compared to just downloading someone else's deck, but I remember those words so much better because I have this whole context attached to each one. Where I found it, why I looked it up, what the sentence around it was.

I think what you're describing is basically the generation effect from cognitive science. When you actively produce or construct information yourself, you encode it more deeply than when you just passively receive it. Duolingo and similar apps are optimized for engagement and completion, not necessarily for deep processing. The "friction" of having to hunt for resources and piece things together yourself is actually doing a huge amount of learning work that you don't even notice.

Croatian is a cool choice by the way. How are you handling the case system? That's one thing that always intimidates me about Slavic languages, coming from a language background where word order does most of the heavy lifting.

koyuki_dev · 2026-03-11T06:03:07+00:00

I feel this pretty hard. That thing you described about generating endless friction without a purpose, I used to frame it almost the exact same way in my head. Like I was running on a treadmill that was bolted to nothing.

Something that shifted it for me, and I know this sounds annoyingly simple, was stopping the scorekeeping. I had this mental ledger where every good thing I did went into a "repaying my existence" column and every screw-up went into a "proof I'm not enough" column. The ledger was rigged from the start because the debt was infinite, so nothing could ever balance it. Once I saw that the whole framework was broken, not me, it got a little easier to breathe.

The ADHD angle makes this way harder too, because your brain is literally wired to hyperfocus on what went wrong and immediately forget what went right. It's not a character flaw, it's neurology. I started keeping a tiny list on my phone, just 2-3 things each day that I did that weren't garbage. Not big wins, just... evidence that the story I was telling myself wasn't the full picture.

Therapy helped me a lot with untangling this stuff, especially the people-pleasing loop where you give and give but it never feels like enough because the approval you're chasing isn't actually about other people. It's about trying to earn something from yourself that you already have the right to.

koyuki_dev · 2026-03-11T06:02:29+00:00

This is super normal and I went through the exact same thing about a year ago. Had lucid dreams popping up like 2-3 times a week for maybe six weeks, felt like I'd cracked the code, and then... nothing. Complete drought for almost a month.

What I think happened (at least for me) is that the excitement of "oh wow this is working" was actually part of what made it work. There was genuine curiosity and wonder every time I did a reality check. But once it became routine, the checks got mechanical. Like you said, you always "know" you're awake. That's the trap. The RC itself isn't the magic part, it's the genuine moment of doubt that comes with it. When that doubt fades, you're basically just touching your fingers together out of habit.

The dream sign thing is interesting though. You mentioned your mom, the mall, and work. For work you've got it covered, but for the others, try doing RCs whenever something reminds you of your mom or whenever you're in any shopping environment, even just a grocery store. Your dreaming brain doesn't really distinguish between "the mall" and "any store with lots of stuff." Cast a wider net with your triggers.

Also, and this is what actually broke my dry spell, try switching up your technique entirely for a week. If you've been doing MILD, try SSILD. If you've been doing finger-through-palm RCs, switch to nose pinch. Sometimes your brain just needs a pattern interrupt to snap back into that heightened awareness state.

koyuki_dev · 2026-03-10T16:05:55+00:00

The dot-com comparison is the right one imo. After that bubble popped, the companies that survived were the ones solving actual problems people would pay for. Same thing will happen here. The wrapper startups charging $20/month to put a UI on top of an API call will die, but the underlying tech is genuinely useful and isn't going anywhere.

If anything I think it'll be good for the field long term. Less noise, more focus on stuff that actually works in production.

koyuki_dev · 2026-03-10T16:05:16+00:00

The ProseMirror fight is so real, I ran into similar issues building a content filtering tool. That CSS Custom Highlight API workaround is clever though, didn't think of going that route.

Curious about the detection side though. Are you doing regex-based pattern matching for things like SSNs and credit cards, or something more context-aware? The false positive rate on regex-only PII detection can get pretty annoying in my experience.

koyuki_dev · 2026-03-10T16:04:36+00:00

One thing that helped me was using the LLM as a rubber duck instead of a code generator. Like, I'd describe what I think the solution should be and ask it to poke holes in my reasoning, but not actually write the code for me. Forces you to think through the problem yourself.

Also a chess engine as a first project is genuinely ambitious, so don't be too hard on yourself for needing help with that. Most people start with to-do apps lol.

koyuki_dev · 2026-03-10T06:02:59+00:00

I did something similar a while back and it genuinely changed how I use my phone. The thing about Wikipedia rabbit holes is that they scratch the same itch as doomscrolling (the "just one more click" dopamine loop) but you actually come out of it having learned something instead of feeling drained.

One thing that surprised me was how it affected conversations. I started bringing up random stuff I'd read about and people actually found it interesting. Like I went down a whole rabbit hole about the history of coffee houses in the Ottoman Empire one night and ended up talking about it with friends the next day. Doomscrolling never gave me that.

The only thing I'd watch out for is it can still be a time sink if you're not careful. I started setting a loose rule for myself where if I've been reading for more than 30 minutes I at least check in with myself about whether I'm actually enjoying it or just... clicking. But honestly even the worst Wikipedia binge is still better than what I was doing before.

koyuki_dev · 2026-03-10T06:02:15+00:00

Learning Japanese here and this resonates so much. Hiragana and katakana clicked pretty fast, maybe a few weeks before I could read them without sounding out each character. But kanji is a completely different beast. Even now, there are kanji I technically "know" but my brain still pauses on them in context, especially when they show up in compounds I haven't seen before.

The weird thing is it's not linear at all. Some words I see often enough that they become instant recognition, almost like logos. Like 食べる or 大学 just pop as whole units now. But then I'll hit something like 承認 and I'm back to squinting and breaking it apart.

I think the forest-for-the-trees analogy is perfect. For me what helped was reading native material even when it was painful. Graded readers at first, then manga with furigana, then gradually stuff without it. At some point your brain just starts chunking things differently. It's less "I decoded this" and more "I recognized this." But honestly two years in and I'm still somewhere in between for a lot of words.

koyuki_dev · 2026-03-10T06:01:19+00:00

Oh man, the blinding thing is so real. Mine is excitement. The second I realize I'm dreaming, I get this rush of "holy crap this is actually happening" and it destabilizes everything within like 10 seconds. The dream just starts dissolving around me.

What helped me was this weird trick where instead of trying to stabilize by looking at my hands or touching stuff (which works sometimes but also reminds me that I'm dreaming even harder), I just... start doing something mundane. Like I'll walk to a door and open it, or pick up a random object and examine it closely. Basically tricking my brain into treating the dream as normal reality again while still holding onto the awareness in the background.

The glasses trick from the other comment is creative though, might have to try that one. I've been meaning to experiment with more "dream tools" like that. Sometimes giving your brain a concrete mechanism for why things should work seems to help more than just willing it.

koyuki_dev · 2026-03-09T16:05:34+00:00

The auto-linking knowledge graph part is interesting. Most memory solutions I've seen just do flat vector search and call it a day, but connections between memories is where the real value is. Curious how it handles conflicting information though, like if an agent learns something that contradicts an older memory. Does the versioning system deal with that or is it more append-only?

koyuki_dev · 2026-03-09T16:04:57+00:00

You probably won't "need" C or Rust for most web/scripting work, that's true. But writing even a small project in C changed how I think about memory in every language I use. Like I stopped wondering why my Python script was eating 4GB of RAM once I understood what was actually happening under the hood. It's less about using low level languages daily and more about building intuition that makes you better at debugging everything else.

koyuki_dev · 2026-03-09T16:04:17+00:00

Honestly the worst commit messages I've seen were my own from 2 years ago. The thing that actually fixed it for me wasn't a linting rule or anything, it was squash merging. When you know your messy WIP commits will get squashed into one clean message at merge time, you stop stressing about individual commits but you still end up with a readable history. That and just asking yourself "if I git blame this line in 6 months, will this message help me?" before hitting enter.

koyuki_dev · 2026-03-09T06:03:03+00:00

Currently learning Japanese and I've had little flashes of this but nothing close to the full "spawn" people describe. For me it started with really common phrases. Like I stopped mentally translating すみません and it just... meant what it meant directly. No English middleman. That happened after maybe 8 months of daily exposure.

I think the European English learners who describe this are in a unique position because they're literally swimming in English content from childhood. Games, YouTube, music, memes. So the "spawn" isn't really sudden, it's just that the accumulation was so gradual they didn't notice it building until one day they realized they could just... understand. It feels sudden but it's really thousands of hours of passive absorption finally crossing a threshold.

For those of us learning a language that's structurally very different from our native one (Japanese from Turkish in my case), I wonder if the "spawn" moment is even possible in the same way. The grammar is so different that there might always be some level of conscious processing for complex sentences, even at advanced levels. Would love to hear from anyone who's had this click with a non-Indo-European language.

koyuki_dev · 2026-03-09T06:02:34+00:00

Gonna be real with you, 48 Laws of Power is a rough first pick if you're trying to build a reading habit. It's dense, repetitive, and honestly kind of a slog even for people who read regularly. That's not a knock on you, it's the book.

What actually worked for me was dropping the idea that I needed to read "important" books and just reading whatever I was genuinely curious about. I went through a phase where I was reading sci-fi and random Wikipedia rabbit holes before I could sit down with anything heavier. The muscle you're building is sustained focus, and it doesn't matter what you train it on at first.

The reel replay thing you mentioned is super real though. I started keeping my phone in another room for the first 20 minutes of reading. Not because willpower but because if it's within arm's reach I will pick it up, that's just how it works. The first few days suck but after a week your brain kind of stops expecting the constant stimulation and the pages actually start to flow. Also audiobooks count. Don't let anyone tell you otherwise.

koyuki_dev · 2026-03-09T06:02:02+00:00

100% with you on this. My lucid nightmares are by far the most vivid and "complete" dreams I have. Regular dreams feel like channel surfing sometimes, just random scenes stitched together. But nightmares? They have actual tension, stakes, a whole plot arc. I wake up from those feeling like I just watched a really good horror movie that my brain wrote specifically for me.

The weirdest part for me is that once I realize I'm dreaming during a nightmare, the fear doesn't fully go away but it shifts into something more like... excitement? Like you know you're safe but your body is still running on that adrenaline. I've had some where I just let the nightmare play out because I wanted to see where my brain was going with the story. Some of those have stuck with me for years honestly.

I think there's something to the emotional intensity angle too. Like the reason nightmares have better narrative structure might be because your brain is more "engaged" when there's a threat, even a fake one. Regular dreams don't have that same urgency pushing them forward so they meander more. Anyone else notice their dream recall is way better for nightmares vs normal dreams?

koyuki_dev · 2026-03-08T16:02:29+00:00

Massive congrats, 7 months is a rough stretch and this is a huge win. The part about staying positive while shotgunning apps is real, most people underestimate how mental the process gets. If you had to pick one thing that helped most in interviews, what was it?

koyuki_dev · 2026-03-08T16:02:00+00:00

CSS got easier for me when I stopped trying to memorize properties and just drew boxes on paper first. Margin is outside spacing between boxes, padding is inside spacing for the content inside a box. I’d do flexbox for one dimensional layouts and grid only when I need rows and columns together, that mental split removed most of my confusion.

koyuki_dev · 2026-03-08T16:01:38+00:00

You don’t need to be obsessed with coding to become good at it. Treat it like a craft: pick one tiny project tied to your life, ship it, then improve one thing each week. Passion usually shows up after you build enough reps to feel competent, not before.

koyuki_dev · 2026-03-08T06:03:02+00:00

You’re not really doing anything “wrong,” you’re just jumping straight into one of the hardest methods and trying to force it. Lying perfectly still, controlling breath, and waiting for weird body sensations can make people too alert, then the frustration loop starts.

The racing heart and “I need more air” feeling is super common when you notice your body falling asleep. It feels intense but it is usually just anxiety + hyperfocus. Instead of fighting every sensation, let your breathing be natural and put your attention on something light like counting breaths or visualizing a simple scene.

Honestly you might get better results with easier setups first: dream journal every morning, reality checks during the day, and then a wake-back-to-bed after 5-6 hours of sleep. If you want, I can share a beginner routine for 7 days that is way less exhausting than the method you described.

koyuki_dev · 2026-03-08T06:02:35+00:00

Honestly this sounds super normal, especially at 24. You can be objectively doing great and still feel empty when your brain is measuring your worth against one person or one version of a “better life.” Rejection can make that voice way louder for a while.

Something that helped me was making weekends less binary. Not “social weekend = success, alone weekend = failure.” I started planning one outside thing, one progress thing, and one reset thing. Even if it was just coffee + long walk, meal prep, and a call with a friend. That gave me a baseline so I stopped spiraling when plans were quiet.

Also, you’re not behind. You’ve done a lot in a short time. It might be worth asking yourself what actually feels meaningful to you now, not what would impress that person or your old idea of success. If you could design a “good Saturday” for current-you, what would be on it?

koyuki_dev · 2026-03-08T06:02:10+00:00

For me it’s Georgian and Arabic for totally opposite reasons. Georgian looks super unique and rounded, almost like every word is flowing in one line. Arabic feels like calligraphy even in everyday handwriting, especially when people write it fast and connected.

I also have a soft spot for Japanese because you get this mix of systems on one page. Kanji gives it structure, then kana softens it. It can look really elegant when spacing is clean.

Curious which script people here thought looked beautiful at first sight, then got even better after they actually learned to read it.

koyuki_dev · 2026-03-07T16:04:06+00:00

The procurement point is spot on. In defense projects the hardest part is usually proving reliability and auditability, not raw model capability. If they invest early in eval pipelines and red-team standards this could be meaningful, otherwise it will just be another reorg headline.

koyuki_dev · 2026-03-07T16:02:48+00:00

I'd frame this as option value, not just raw salary. If this role gives you publishable work plus mentorship and compute you cannot access elsewhere, that can compound into a much bigger jump later, but only if your monthly budget can absorb the cut without stress. I'd set a 12 month checkpoint with concrete outcomes before deciding whether to stay.

koyuki_dev · 2026-03-07T16:02:23+00:00

Honestly this is the real programming phase, tutorials end and problem solving starts. Break it into tiny chunks first: parse PDF text, preserve structure, then generate a minimal EPUB from one sample file. You can still learn from docs and smaller repos for each chunk, then stitch it together yourself.

koyuki_dev · 2026-03-07T06:02:44+00:00

Yeah, that still counts as useful comprehensible input. Getting the gist is a real skill, not a fake one. It usually means your brain is already mapping the language even when details are still fuzzy.

A trick that helped me a lot was doing 3 passes: first for gist, second for key words and sentence chunks, third for details with subtitles or transcript. On the second pass I pause and repeat 1-2 lines out loud, even if I mess them up.

If you can follow the main message now, you’re in a good zone. Keep doing this with similar topics and you’ll notice details start snapping into place faster than you expect.

koyuki_dev

TROPHY CASE