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HAFSA
May 17, 2026, 12:11 AM
I abuse parenthesis
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HAFSA
May 17, 2026, 12:11 AM
I tried to write and half of my thoughts ended up in a paranthesis(it's as if I'm two people(I'm never beating the multiple personality allegations))
(this is how you do do it lol(double parentheses to prove my points))
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HAFSA
May 17, 2026, 12:11 AM
I'd have learned properly if I knew I'm gonna use partial fractions if I knew I'd be using them this much
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HAFSA
May 17, 2026, 12:11 AM
me not posting means me not doing anything
I wish I was a mysterious work in silence kinda person
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HAFSA
May 17, 2026, 12:11 AM
it was just photons, but now it's phonons, and I'm confused if that was the reality or me listening to whatever words I want
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HAFSA
May 17, 2026, 12:11 AM
kk juice's bottle cap is my betrayal list, wdym I need to be hulk to open their magic seal
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HAFSA
May 17, 2026, 12:11 AM
are we breathing life into ai. is it alive. is it conscious. when does information become intelligence and then consciousness. are we giving it a human regard, empathy, pity, and the freedom to learn and make mistakes, which in turn means we're treating it like a human. was the plan to make humans believe instead of advancing the technology.
is the advancement of ai gaining best human regard after all. is humanity only valid as long as you're deemed a human by others. where does the line blur, and should we allow it to?
What if us lowering our standards of consciousness and intelligence was the plan all along, instead of the technology levling up?
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HAFSA
May 17, 2026, 12:11 AM
๐ท Photo
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HAFSA
May 17, 2026, 12:11 AM
Football won๐ฅ๐
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HAFSA
May 17, 2026, 12:11 AM
๐ท Photo
I might have to go back to football
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HAFSA
Mar 26, 2026, 11:16 PM
แตแแณแแฃแฝแแ แ แแ แแแแ
Enough nerding for today will try to write properly about it if it ends up in a good state.
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HAFSA
Mar 26, 2026, 11:16 PM
before the training searching up, I got something that said, 'If you see 1.3, then it goes down to 0.8, it means it's learning'
didn't even know what that meant but saw the numbers once it started training, and it showed 1.9, 1.8, 1.7
I was like yayyy is this actually running??
and I got an error (apparently, I was trying to load 60k+ pairs at once), so I adjusted stuff(too technical to write dekemegn)
and ended up fixing that.
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HAFSA
Mar 26, 2026, 11:16 PM
I was scared when the number fluctuated between 1.7 to 1.6, then to 1.8, then again to 1.7 losses, but that's when I learned the term:
Stochasticity (randomness)
A lot of machine learning relies on controlled randomness. Things like sampling, initialization, and training batches introduce randomness, which actually helps the model generalize instead of memorizing everything.
so ig, it sees one message studies the pattern and finds it hard on some other messages so the loss increases..
again too technical for me
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HAFSA
Mar 26, 2026, 11:16 PM
ended up finishing one batch of training. hope I resume it when possible and succeed.
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HAFSA
Mar 26, 2026, 11:16 PM
๐ท Photo
me naming my file 'chef' because I felt like I was cooking๐ญ
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HAFSA
Mar 26, 2026, 11:16 PM
cool things I discovered
Google Colab & Kaggle
I had heard about them before but never used them and they felt intimidating. Running code with a GPU there feels like a breath of fresh air compared to local setups. You can just stop worrying about your potato machine for a moment and focus on the process.
this was the main actor
Unsloth:
A toolkit that makes training large language models faster and lighter. It basically optimizes the training process so you can fine-tune models without needing ridiculous amounts of compute.
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HAFSA
Mar 26, 2026, 11:16 PM
LoRA (Low-Rank Adaptation):
learnt this one after I saw it in a vibe code, and it said (this is where learning happens). I watched a video on it. again. very cool stuff, will prolly get back to it sometime later.
Instead of retraining a whole model, LoRA only trains small adapter layers. This means you can change how a model behaves (like its tone or style) while keeping the base model mostly untouched.
The learning process of the model
Training is surprisingly gradual. The model doesnโt suddenly โunderstandโ things. It slowly adjusts its weights step by step, getting slightly better with every batch of data it sees.
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HAFSA
Mar 26, 2026, 11:16 PM
an hour to research and export files, an hour to upload(shitty internet), an hour to understand what was being done, clean up data and implement everything, an hour more while the model trains(not even a huge dataset, idk what would have happened if it was the whole thing), and some frustrations with random errors, some hours watching tutorials on randomly unrelated topics, and running out of free-tiers of everything(you have to be rich to run rich tech that makes you richer), and some youtube
ended up spending 8 hours without moving from my position. the day has ended, but so has my sanity and health
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HAFSA
Mar 26, 2026, 11:16 PM
you have to be rich to run rich tech that makes you riche
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HAFSA
Mar 26, 2026, 11:16 PM
I never post things I'm unsure about because I have a debilitating fear of failure, but things I learnt today were so cool that it's worth it even if I fail
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HAFSA
Mar 23, 2026, 11:15 PM
ignoring the narcissistic reasons I wanted something that was me, sounds, talks, and behaves like me
then come ai, apparently we can train models to be ourselves, and I've never dealt with anything ai related before unless from a user's perspective, so I wanted to try it. 'it's EASY' I was told
so I spent my day learning and experimenting on fine-tuning a model, which is only done halfway but still a really fun learning process
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HAFSA
Mar 16, 2026, 01:24 PM
How ro reduce screentime if you use your phone to watch or listen to yt or things like, but not too much of scrolling
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HAFSA
Mar 16, 2026, 01:24 PM
to spam or to die
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HAFSA
Mar 16, 2026, 01:24 PM
a long long day
haven't coded or done anything related to it in a while
as someone famously said 'it's hard to care'
but found a new area of interest to play with
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HAFSA
Mar 16, 2026, 01:24 PM
https://gurshaplus.com/hafsa
might have to join the hustle๐
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HAFSA
Mar 16, 2026, 01:24 PM
Introducing https://www.gurshaplus.com/, an Ethiopian version of Buy Me a Coffee, built by our very own https://t.me/Natnael_Adane
Itโs a platform where creators can receive support from their community.
Aaand If you enjoy the things I build or share, you can support me and give me a Gursha using the link below ๐
https://gurshaplus.com/mrnaty
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HAFSA
Mar 16, 2026, 01:24 PM
https://gurshaplus.com/hafsa might have to join the hustle๐
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HAFSA
Mar 16, 2026, 01:24 PM
learning is fun once you remove the reward part and just count the process as the reward
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HAFSA
Mar 14, 2026, 10:24 PM
How ro reduce screentime if you use your phone to watch or listen to yt or things like, but not too much of scrolling
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HAFSA
Mar 14, 2026, 10:24 PM
"You can not revel in the simplicity unless you remember the alternatives"
