Harri

Do you remember when you joined X? I do! #MyXAnniversary . Thank you @elonmusk making it possible !

Harvard's just open-sourced their ML Systems textbook. it's extremely practical for not just learning how to build and train models, but to build production systems (the skill that actually matters). topics are cool af: > building autograd, optimizers, attention, and a mini-pytorch from scratch to truly learn how an ML framework runs. (i love this the most) > basics of DL, batch sizes, precision, model architectures, and training > ML performance optimization, HW acceleration, benchmarking, efficiency so this is not just an intro to machine learning, it's the full package from the beginning to the actual end. right now you can read the book and access the code for free. this is one of the best books I've seen dropping in 2025, so don't sleep on it. here's the repo (you can find the book link there): github.com/harvard-edge/c…

@travelingflying Hi Taija you can read Finnish so a check K.V Laurikainen newborn Christian and Professor of Physics in Finland on his books on quantum physics and God. I happened to read them while studying in TKK. A happy new year for you!

The more I learn about quantum physics, the more I realize how deeply unsettling and beautiful reality truly is. Particles that exist in multiple states at once, entanglement across space, the possibility of infinite versions of ourselves branching off with every decision. It really forces you to question not just science, but identity, purpose and even free will. I still lean toward determinism at heart, it just feels cleaner, more elegant, but quantum theory refuses to play by our rules. Maybe that is the lesson: the universe doesn’t care if it makes sense to us. We either adapt our thinking, or stay trapped in classical illusions. There’s something humbling and exciting about that.

@Hussena_H For men this need hierarchy in a relationship is the same, only the order of these 3 might be different. If a man is not getting continous reinforcement through intimacy he starts to feel Emotionally rejected and its the first pillar which collapses - then its game over!

The Three Pillars of a Strong Marriage A strong, lasting marriage is built on three core needs being met. When one is weak, the whole structure becomes unstable. 1. The Physical Need: Intimacy & Connection This is about more than sex. It is the physical bond—affection, touch,

@travelingflying Kiitos Taija ! Hyvää joulua ja onnellista uutta vuotta sinulle ja perheellesi! Hyvä että valoitat mediakenttää - toivottavasti hiukan eri näkökulmasta kuin paikallinen mediamme tekee ! Keep up the good work!

I will start covering more news in the future.

@travelingflying I've been using X as my main media since covid times, felt the same as Taija has - main street medias world view in Finnish and Swedish media is totally the opposite to X view, like red and blue pill in the Matrix were for Neo. Lets all follow Taija erh the white rabit 😉.

I follow news in both Finnish and Swedish from the countries’ mainstream outlets, and I can say that they conceal a great deal. Before I began actively using X a year ago, I had little knowledge of what was truly happening in Europe. This demonstrates just how powerful the mainstream media’s narratives and cover-ups are.

@travelingflying She is a Finn - and grok arrived in the same verdict based on the first lengthy voice message of hers (96,5 % certainty). As an ex Educator here in Finland and having a similar accent myself its crystal clear she is native Finnish speaker. Keep on posting them, they are awesome!

Listen to hear my voice and accent✨

@travelingflying Hi Taija! its so nice to see this kind of normal / sincere interactions from you instead of the provocative click baits you have been using quite often. I think the AI-accusations are based on those tweets. So please more of these real ones! Hyvää joulua!

I often tell my family how amazing the community is that interacts with my posts on X. I don’t have many friends in real life because I’m very shy, but on X I’m surrounded by incredible people. I can’t thank everyone enough for that. When I’m lying alone in bed, I think of all of you and how happy I am that you’ve found my page and take the time to reply to a normal, silly girl like me. It fills my heart with so much love and happiness thinking of everyone here.

@MindyLynn511 Might be wise to slow down a bit 😉. At least share us how have you acquired the priority and expedite channel to the Lord? Usually these requests :get me "the spouse" seems to take a bit more time. A personal observation😅. And my 🙏 for you .

Lord, be with me. I got back on FB dating. 😂 I had so many matches last time that I got overwhelmed. But my thought process has changed so this might be a good thing! Send prayers. Gonna need them. 😬💕

@MindyLynn511 WoW ! The only word which hit me after listening it!! Like fire and ice, or water and oil at the same time - The love and sorrow and longing in a single song - amazing ! Love the song - great job!

Well-here it is. I wrote this song in 2 parts. ❤️ It’s hard when you lose love and a best friend all in one but there’s something beautiful that can come from it, too. suno.com/s/xb7Y50ZcHovE…

@MindyLynn511 A word of advice from personal experience, only way to cope with them is to run and cut all ties! Btw you should thank God you realized this hopefully this early. I lost eight year of my life and many friends because my realization took too long to grasp and admit to myself.

My therapist said that manipulative people will always try to make you feel bad about yourself so that they don’t have to hold themselves accountable for the pain they put you through. I find this to be extremely accurate.

@TheresaArueyin1 open.spotify.com/track/6CKZHA7w…

Drop the title 👇🏽What’s the ONE worship song that has carried you through storms, seasons, and silent battles?

@MindyLynn511 Give to yourself time to cry, mourn and to be sad, listen music you like but always do remember that you are not alone ! open.spotify.com/track/48LRu8wJ… He is with you and so are your friends and even strangers like myself here on X. God bless you 🙏

@travelingflying A hint: stop looking only while flying at 10k altitude 😁🙈. Most men are on the ground level. Happy hunting!

Many people wonder why I’m still single, but the truth is, there don’t seem to be many men looking for an anti-woke, conservative Christian woman with traditional values like me.

@ironcanary @travelingflying She is a Finn for sure !

@travelingflying Have I ever guessed your accent correctly? 🤣

Me talking about Tesla Optimus to prove that I’m not a robot, I just like them. Also, please don’t say I sound like Elon Musk again.

@travelingflying Dear Dav… er Taija, I am afraid can not do that - Hal9000 - Grog 😎

Dear algorithm: Please show this post only to the sexiest people on X Thank you

@travelingflying A wild guess - maybe you might be looking from wrong places - like the Laisure Suite Larry did :). You are a Christian Lady with the right values might be a good idea to peek into Christian dating sites like valo-app in your home country. Do not be discouraged we praying for you!

@broadwaybabyto This is an example of narsistic abuse of power over your spouse, belittleing you to belive you are a lesser being and a one who can be molded the way (s)he likes. A sign to get hell out and fast! Nothing to discuss just run and never look back. You only way to survive!

This is an example of terrible and abusive behaviour, but it also shows the harms of ableism. This man claimed to love me, yet in the time we were together never actually respected or believed me. He saw my disabilities as something to be “fixed” or overcome.

The “male loneliness epidemic” is largely because men haven’t learned how to behave. Women are fed up. I had an ex who didn’t “believe” my food allergies were severe. He made dinner one night and snuck spices into the food to trap me in a “gotcha”

@broadwaybabyto Unfortunately your bitterness might have clouded your judgement. I do have experienced similar behaviour from a narsistic female. So I would say it is not the men, but a narstic a bit psycotic behaviour of a person, male or female not only men!

Before people say this has nothing to do with him being a man and he was just a “bad egg”… I don’t know a single woman who would do this or even THINK of doing this. I know men who stealth. I know men who roofie. I know men who blame the victim. The men are the problem

@iMansRule @pearlythingz All answers were in previous post: 1) talk 2) walk 3) postpne or in otherwords become only room mates that leads to breaking of the family eventually or cheating if the man can't lead himself!

A woman denying her man sex isn’t just rejecting his body, it’s rejecting his spirit. Sex isn’t just pleasure for a man, it’s connection, validation, and peace. It’s his way of feeling wanted after fighting the world all day. When she withholds it, she’s not punishing him, she’s killing the intimacy that keeps the relationship alive. But cheating? That’s a short-term escape with long-term chaos. You might fuck another woman, but you’ll still come home feeling empty. Real power isn’t in sneaking around, it’s in confronting the problem like a man. Tell her you’re not some pet to be rewarded with sex when she feels like it. You’re her man, not her toy. If she keeps denying you, that’s not a wife, that’s a roommate with emotional access. At that point, you don’t cheat, you detach. You walk away with your dignity, not hide your frustration in someone else’s pussy. Men cheat when they stop leading themselves. Strong men communicate, set boundaries, and if needed, they leave. Sex is vital, but self-respect is non-negotiable. If a woman uses sex as control, she’s already cheating in spirit. You don’t need to fuck around to prove a point. Just stop giving her the privilege of being your woman. That’s how you win without losing yourself.

I think men should cheat when their wives deny them sex