sudo jajos
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Junior AI Engineer@iCogLabs|Oriental Orthodox|Just fascinated about anything fascinating ๐Ÿ˜

Will share my thoughts and journey here
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sudo jajos
now someone's gonna say ... "why even bother learning this stuff when ai is just gonna surpass us anyway" bro. if we don't understand how things work at a fundamental level, we don't have a long future in this field. ai doesn't make deep knowledge uselessโ€ฆ
was studying page replacement algorithms and had a thought ...

quick context first: your computer's RAM is limited. the OS creates an illusion that every program has way more memory than physically exists โ€” it secretly stores some of it on disk. but when a program needs a page that's currently on disk, the OS has to bring it in ... and if RAM is full, it has to kick something out first

which page do you kick out? that's the page replacement problem

the classic algorithms (LRU, CLOCK ...) are hand-crafted heuristics. I bet many of u know abt LRU - it evicts the least recently used page basically ...

the theoretically perfect one โ€” OPT โ€” evicts whichever page won't be needed for the longest time. but it requires knowing the future lol

so I was thinking ... why not RL?

โ€” state: recent page access history
โ€” action: which page to evict on a fault
โ€” reward: +1 hit, -1 fault

RL could learn to approximate OPT from patterns in the workload instead of needing oracle knowledge

turns out this is a real research area called learning-augmented algorithms โ€” you take something like LRU and plug in an ML predictor on top. good predictor โ†’ approach OPT, bad predictor โ†’ fall back to LRU gracefully

OS exam tomorrow and my brain is doing research ideation ๐Ÿ˜ญ
๐Ÿ˜3
And this was the ending ๐Ÿ˜ญ๐Ÿ˜ญ

แ‹ซแ‹ แŠ–แˆฎแˆ แŠ แˆแˆฐแˆซ แŒแŠ• it hurts ๐Ÿ˜๐Ÿ˜ญ
๐Ÿ˜4
Tech Nerd
I wanna give a shoutout to this Amharic youtube channel .. the creator clearly puts a lot of effort into researching each video, and the documentaries are genuinely top notch. A lot of the content focuses on exposing scams and real issues, which makes itโ€ฆ
Yeah they are awesome ...

the amharic fern ๐Ÿ”ฅ ... they style + content ... แ‰ตแŠ•แˆฝ แŒแŠ• แˆŒแˆ‹ แ‰ฐแˆซแŠช แ‰ขแˆ†แŠ• แŒธแ‹ต แАแ‹
๐Ÿ‘1๐Ÿ˜1
Forwarded from Dagmawi Babi
If you think you shouldn't make your bed because it will just get messy again, I have terrible news about literally every aspect of life.
โค1
sudo jajos
now someone's gonna say ... "why even bother learning this stuff when ai is just gonna surpass us anyway" bro. if we don't understand how things work at a fundamental level, we don't have a long future in this field. ai doesn't make deep knowledge uselessโ€ฆ
Ontogeny Recapitulates Phylogeny
Each new class of computer (mainframe โ†’ mini โ†’ PC โ†’ smartphone โ†’ smart card) goes
through the same evolutionary stages as its predecessors. Assembly โ†’ high-level
languages. No OS โ†’ batch โ†’ multiprogramming โ†’ timesharing. No disk โ†’ single directory
โ†’ hierarchical file system. Technologies become obsolete, then return as hardware
changes. Example: caches appeared when CPUs got faster than RAM. If RAM ever
became faster than CPU, caches would vanish. Study 'obsolete' ideas โ€” they may return.

From Andrew Tanenbaum's OS Book
๐Ÿ‘Œ1
sudo jajos
Ontogeny Recapitulates Phylogeny Each new class of computer (mainframe โ†’ mini โ†’ PC โ†’ smartphone โ†’ smart card) goes through the same evolutionary stages as its predecessors. Assembly โ†’ high-level languages. No OS โ†’ batch โ†’ multiprogramming โ†’ timesharing.โ€ฆ
แ‹แ‹ญ แ‰ แ‹šแˆ… แˆฐแ‹“แ‰ต OS แˆแŠ“แˆแŠ• แŠฅแ‹ซแˆแŠฉ แŠ แˆแŒจแ‰…แ‰ƒแ‰ฝแˆ

"แ‰ แˆฐแˆ‹แˆ แŠฅแ‰ฐแŠ›แˆˆแˆแฅ แŠ แŠ•แ‰€แˆ‹แ‹แˆˆแˆแˆแค แŠ แ‰คแ‰ฑแฅ แŠ แŠ•แ‰ฐ แ‰ฅแ‰ปแˆ…แŠ• แ‰ แŠฅแˆแАแ‰ต แŠ แˆณแ‹ตแˆจแŠธแŠ›แˆแŠ“แข"

โ€” แˆ˜แ‹แˆ™แˆจ แ‹ณแ‹Šแ‰ต 4:8

"แˆˆแŠ แŠ•แ‰ฐ แˆแŒฅแˆจแŠธแŠ“แˆแŠ“ แˆแ‰ฃแ‰ฝแŠ• แ‰ แŠ แŠ•แ‰ฐ แŠฅแˆตแŠซแˆ‹แˆจแˆ แ‹ตแˆจแˆต แ‹•แˆจแแ‰ต แ‹จแˆˆแ‹แˆแข แŒŒแ‰ณ แˆ†แ‹ญแฅ แŠ แŠ•แ‰ฐแŠ• แ‹จแˆšแˆˆแˆแŠ•แˆ… แˆ›แŠ• แАแ‹? แŠ แŠ•แ‰ฐแŠ• แˆ˜แŒฅแˆซแ‰ต แˆซแˆฑ แ‹จแŠฅแˆแАแ‰ต แˆแˆแŠญแ‰ต แАแ‹แค แŠฅแˆแАแ‰ตแŠ•แˆ แ‹จแˆฐแŒ แŠธแŠ• แŠ แŠ•แ‰ฐ แАแˆ…แข แАแแˆด แˆ†แ‹ญแฅ แŠ แˆแŠ• แŠฅแˆจแŠแค แ‹จแˆแŒ แˆจแˆฝ แŠ แˆแˆจแˆณแˆฝแˆแŠ“แข แŠจแ‹‹แŠญแ‰ฅแ‰ตแŠ• แ‰ แŠฅแŒ แ‹จแ‹ซแ‹˜ แŠฅแˆฑ แ‹›แˆฌ แˆŒแˆŠแ‰ตแˆฝแŠ•แˆ แ‰ แŠฅแŒ แ‹ญแ‹Ÿแˆแข"

โ€” St. Augustine - Confessions

"แŠ แŠ•แ‹ต แ‹ˆแŠ•แ‹ตแˆ แŠ แ‰ฃ แ–แ‹ญแˆ˜แŠ•แŠ• แŠฅแŠ•แ‹ฒแˆ… แˆฒแˆ แŒ แ‹จแ‰ƒแ‰ธแ‹แฆ 'แŠจแˆ˜แ‰ฐแŠ›แ‰ด แ‰ แŠแ‰ต แˆแŠ• แˆ‹แ‹ตแˆญแŒ?' แˆฝแˆ›แŒแˆŒแ‹แˆแฆ 'แ‰ แ‹แˆตแŒฅแˆ… แˆตแˆ‹แˆˆแ‹ แŠฅแˆตแ‰ตแŠ•แ‹แˆต แŠฅแŒแ‹šแŠ แ‰ฅแˆ”แˆญแŠ• แŠ แˆ˜แˆตแŒแŠ•แค แ‹ซ แ‰ฅแ‰ป แ‰ แ‰‚ แАแ‹' แŠ แˆ‰แ‰ตแข"

โ€” แŠจแ‰ แˆจแˆƒ แŠ แ‰ฃแ‰ถแ‰ฝ (Desert Fathers)
โคโ€๐Ÿ”ฅ10โค1
๐Ÿ˜
๐Ÿ˜13๐Ÿคฏ1
Addis Admass
แ‹ซแˆˆ แˆแ‰ƒแ‹ต แ‹จแŠคแŠ แ‹ญ (AI) แˆตแˆแŒ แŠ“ แˆ˜แˆตแŒ แ‰ต แ‰ แˆ…แŒ แ‹ซแˆตแ‰€แŒฃแˆ แ‹จแŠขแ‰ตแ‹ฎแŒตแ‹ซ แŠ แˆญแ‰ดแŠแˆปแˆ แŠขแŠ•แ‰ฐแˆˆแŒ€แŠ•แˆต แŠขแŠ•แˆตแ‰ฒแ‰ตแ‹ฉแ‰ต แˆ…แŒ‹แ‹Š แŠฅแ‹แ‰…แŠ“ แŠซแˆ‹แ‰ธแ‹ แ‰ฐแ‰‹แˆ›แ‰ต แ‹แŒช แˆ›แŠ•แŠ›แ‹แˆ แŒแˆˆแˆฐแ‰ฅแˆ แˆ†แА แ‹ตแˆญแŒ…แ‰ต แ‰ แˆฐแ‹ แˆฐแˆซแˆฝ แŠ แˆตแ‰ฐแ‹แˆŽแ‰ต (AI) แ‹™แˆชแ‹ซ แˆตแˆแŒ แŠ“ แˆ˜แˆตแŒ แ‰ต แ‰ แŒฅแ‰ฅแ‰… แ‹จแ‰ฐแŠจแˆˆแŠจแˆˆ แˆ˜แˆ†แŠ‘แŠ• แŠ แˆตแ‰ณแ‹ˆแ‰€แข แ‹จแŠขแŠ•แˆตแ‰ฒแ‰ตแ‹ฉแ‰ฑ แ‹จแŠฎแˆ™แŠ’แŠฌแˆฝแŠ• แŒ‰แ‹ณแ‹ฎแ‰ฝ แ‹ณแ‹ญแˆฌแŠญแ‰ฐแˆญ แŠ แ‰ถ แ‰ฐแˆตแ‹แ‹ฌ แ‹˜แ‹แ‹ด แŠฅแŠ•แ‹ฐแŒˆแˆˆแŒนแ‰ตแค แŠฅแˆตแŠซแˆแŠ• แ‹ตแˆจแˆต แˆˆแˆ›แŠ•แŠ›แ‹แˆ แ‹จแŒแˆ แ‰ฐแ‰‹แˆแˆ แˆ†แА แŒแˆˆแˆฐแ‰ฅ แ‹จแˆ›แˆฐแˆแŒ แŠ•โ€ฆ
can u see me being sued? ๐Ÿ˜‚
๐Ÿ˜9๐ŸŽ‰1
แˆ˜แ‹แˆ™แˆจ แ‹ณแ‹Šแ‰ต 5:3
แ‰ แˆ›โ€‹แˆˆแ‹ณ แ‰ƒแˆŒแŠ• แˆตแˆ›แŠแฅ แ‰ แˆ›โ€‹แˆˆแ‹ณ แ‰ แŠโ€‹แ‰ตแˆ… แŠฅแ‰†โ€‹แˆ›โ€‹แˆˆแˆแฅ แŠฅแŒ แ‰ฅแ‰ƒแˆˆแˆแˆแข

แ‰…แ‹ฑแˆต แ‹ฎแˆแŠ•แˆต แŠ แˆแ‹ˆแˆญแ‰…
"แŠจแŠฅแŠ•แ‰…แˆแแˆ… แˆตแ‰ตแАแ‰ƒ แˆ˜แŒ€แˆ˜แˆชแ‹ซ แ‹จแˆแ‰ณแ‹ฐแˆญแŒˆแ‹ แАแŒˆแˆญ แ‰ขแŠ–แˆญ แŠ แแˆ… แˆˆแŠฅแŒแ‹šแŠ แ‰ฅแˆ”แˆญ แˆแˆตแŒ‹แŠ“แŠ• แŠฅแŠ•แ‹ฒแ‹ซแ‰€แˆญแ‰ฅ แˆ˜แแ‰€แ‹ต แ‹ญแˆแŠ•แข แАแแˆตแˆ… แ‰ แŠ แˆแˆ‹แŠณ แˆตแˆ แˆ˜แ‰ฃแˆจแŠญ แˆตแ‰ตแŒ€แˆแˆญ แˆฐแ‹ญแŒฃแŠ• แ‹ญแˆธแˆปแˆแค แˆ˜แˆ‹แŠฅแŠญแ‰ตแˆ แ‹ˆแ‹ฐ แŠ แŠ•แ‰ฐ แ‹ญแ‰€แˆญแ‰ฃแˆ‰แข"



แˆ˜แˆแŠซแˆ แ‹แˆŽ
โค7๐Ÿคทโ€โ™€1
แˆแ‹ฐแ‰ตแˆฝ แˆแ‹ฐแ‰ณแ‰ฝแŠ• แАแ‹๐Ÿ’›
แŠฅแŠ•แŠณแŠ• แŠ แ‹ฐแˆจแˆณแ‰น แˆ˜แˆแŠซแˆ แ‰ แ‹“แˆ

@byte_philosopher
โค11โคโ€๐Ÿ”ฅ1