Lady Bytes
AI haqida chuqurroq Yaqinda 2 soatgina vaqtimni Tim Urbanning AI haqidagi uzun postini o'qib tushunishimga sarfladim:) Shu maqoladan olgan ba'zi xulosalarimni bu yerga yozib ketishga qaror qildim. Inson miyyasi haqiqatda hayron qolsa arziydigan san'at asari.…
AGI Illusion
Apple research on AI Reasoning
Instead of using the same old math tests that AI companies love to brag about, Apple created fresh puzzle games.
They tested Claude Thinking, DeepSeek-R1, and o3-mini on problems these models had never seen before.
All "reasoning" models hit a complexity wall where they completely collapse to 0% accuracy.
No matter how much computing power you give them, they can't solve harder problems.
As problems got harder, these "thinking" models actually started thinking less.
They used fewer tokens and gave up faster, despite having unlimited budget.
The research revealed three regimes:
• Low complexity: Regular models actually win
• Medium complexity: "Thinking" models show some advantage
• High complexity: Everything breaks down completely
Most problems fall into that third category.
Apple discovered that these models are not reasoning at all, but instead doing sophisticated pattern matching that works great until patterns become too complex.
Then they fall apart like a house of cards.
This research suggests we're not as close to AGI as the hype suggests.
Current "reasoning" breakthroughs may be hitting fundamental walls that can't be solved by just adding more data or compute.
(opinions taken by Ruben Hassid X)
@ladybytes
Apple research on AI Reasoning
Instead of using the same old math tests that AI companies love to brag about, Apple created fresh puzzle games.
They tested Claude Thinking, DeepSeek-R1, and o3-mini on problems these models had never seen before.
All "reasoning" models hit a complexity wall where they completely collapse to 0% accuracy.
No matter how much computing power you give them, they can't solve harder problems.
As problems got harder, these "thinking" models actually started thinking less.
They used fewer tokens and gave up faster, despite having unlimited budget.
The research revealed three regimes:
• Low complexity: Regular models actually win
• Medium complexity: "Thinking" models show some advantage
• High complexity: Everything breaks down completely
Most problems fall into that third category.
Apple discovered that these models are not reasoning at all, but instead doing sophisticated pattern matching that works great until patterns become too complex.
Then they fall apart like a house of cards.
This research suggests we're not as close to AGI as the hype suggests.
Current "reasoning" breakthroughs may be hitting fundamental walls that can't be solved by just adding more data or compute.
(opinions taken by Ruben Hassid X)
@ladybytes
1
Honored to be recognized as one of the Top-100 awardees of the national project Ziyolilar.talaba!
On August 5, 2025, at the Youth Center in Tashkent, I joined an inspiring group of active, initiative-driven, and talented students from across Uzbekistan. We were awarded commemorative medals, special certificates, and - most importantly - were included in the National Talent Reserve “Ziyolilar”.
This project, organized by Ziyo Forum in collaboration with the Ministry of Higher Education, Science and Innovation, aims to identify and support students who excel not only academically but also in leadership, sports, creativity, volunteerism, and community engagement.
Out of 4,000+ applications, only 100 students were selected this year - a testament to the incredible pool of talent in our country. I’m truly grateful for this recognition and inspired to continue contributing my knowledge, skills, and energy to the sustainable development of Uzbekistan.
@ladybytes
On August 5, 2025, at the Youth Center in Tashkent, I joined an inspiring group of active, initiative-driven, and talented students from across Uzbekistan. We were awarded commemorative medals, special certificates, and - most importantly - were included in the National Talent Reserve “Ziyolilar”.
This project, organized by Ziyo Forum in collaboration with the Ministry of Higher Education, Science and Innovation, aims to identify and support students who excel not only academically but also in leadership, sports, creativity, volunteerism, and community engagement.
Out of 4,000+ applications, only 100 students were selected this year - a testament to the incredible pool of talent in our country. I’m truly grateful for this recognition and inspired to continue contributing my knowledge, skills, and energy to the sustainable development of Uzbekistan.
@ladybytes
50
Assalomu alaykum, dear readers of my channel!
After a reasonable/conscious break, I am back with lots of news:
1. I am in EU rn for my MSc.
2. Due to relocation, open to remote Business/Product Analyst & Data Engineer roles.
3. Launched my social + commercial project.
... and a lot more and will tell later.
For now, read my Erasmus journey and react on LI :)
@ladybytes
After a reasonable/conscious break, I am back with lots of news:
1. I am in EU rn for my MSc.
2. Due to relocation, open to remote Business/Product Analyst & Data Engineer roles.
3. Launched my social + commercial project.
... and a lot more and will tell later.
For now, read my Erasmus journey and react on LI :)
@ladybytes
During my silent busy times, a lot has happened. (Feb-May'25)
Reflecting on my journey with Bito ERP startup in Plug and Play Uzbekistan Accelerator Batch 4, I’m proud to share that we raised $200K from Aloqa Ventures at a $5M valuation 🚀
The mentorship, including sessions with Andrew Love from Google, helped me grow as a Product Owner, refine our product, and plan our next big moves.
Read more about Batch 4 startups:
PR Newswire
StartupBase Uzbekistan
Full story on LinkedIn.
@ladybytes
Reflecting on my journey with Bito ERP startup in Plug and Play Uzbekistan Accelerator Batch 4, I’m proud to share that we raised $200K from Aloqa Ventures at a $5M valuation 🚀
The mentorship, including sessions with Andrew Love from Google, helped me grow as a Product Owner, refine our product, and plan our next big moves.
Read more about Batch 4 startups:
PR Newswire
StartupBase Uzbekistan
Full story on LinkedIn.
@ladybytes
Personal Brand ≠ Social Media Presence
A personal brand is not just about posts and likes. It is about YOU - how you show up at networking events, the trust you create, the values you stand for, and the unique perspective only you can bring.
We often get trapped in:
~Imposter syndrome
~Burnout
~Endless busyness
~Procrastination
But building a brand starts when you shift into:
▫️ “I exist and I have something to say”
▫️ Genuine curiosity
▫️ Balance & inner harmony
▫️ Clarity and fast decisions
💡 Personal Brand = Social Capital
It grows when you combine marketing, tech, and skills:
Marketing → client orientation, market separation, storytelling
Tech → building brand platforms, scaling content
Skills → idea-selling, creating products people really need
In today’s attention economy, your personal brand is your digital avatar. It is built on values, principles, and skills - not vanity metrics.
And yes, it can be a commercial project: double your income, grow XXXk targeted followers, launch your first info product, build an audience that listens. Because personal brand is not “for show”. It is about mission, voice, and impact.
FI: This spring I finished a comprehensive course by braim.org on Personal Branding. Going back through my notes, I realized how many insights are worth sharing.
@ladybytes
A personal brand is not just about posts and likes. It is about YOU - how you show up at networking events, the trust you create, the values you stand for, and the unique perspective only you can bring.
We often get trapped in:
~Imposter syndrome
~Burnout
~Endless busyness
~Procrastination
But building a brand starts when you shift into:
▫️ “I exist and I have something to say”
▫️ Genuine curiosity
▫️ Balance & inner harmony
▫️ Clarity and fast decisions
💡 Personal Brand = Social Capital
It grows when you combine marketing, tech, and skills:
Marketing → client orientation, market separation, storytelling
Tech → building brand platforms, scaling content
Skills → idea-selling, creating products people really need
In today’s attention economy, your personal brand is your digital avatar. It is built on values, principles, and skills - not vanity metrics.
And yes, it can be a commercial project: double your income, grow XXXk targeted followers, launch your first info product, build an audience that listens. Because personal brand is not “for show”. It is about mission, voice, and impact.
FI: This spring I finished a comprehensive course by braim.org on Personal Branding. Going back through my notes, I realized how many insights are worth sharing.
@ladybytes
Teknofest🇹🇷
February 2025, my coursemate Ibrohim and I submitted our project CoMed to the "AI in Healthcare"👩💻 category at TEKNOFEST. Since then, we worked hard through all the tasks until August and were finally invited as finalists to Istanbul for a fully funded participation (16-22 September 2025).
Teknofest this year attracted over🚀 1.5 million visitors (at Ataturk Havalimani) - the biggest aerospace, tech, and innovation event in the world. I was happy to see Selçuk Bayraktar and even the President of Türkiye, Recep Tayyip Erdoğan, at the festival.
👨👩👧👦 What inspired me most was seeing so many Turkish families coming with their kids, nurturing a love for homeland and technology from a very young age.
🎗 All the alphabet-lettered pavilions were filled with company stands, countless competition categories, networking opportunities, aerospace and helicopter shows, concerts, and trainings.
In the evenings, when we were free from the event, I got to explore the city with the help of my friend from Behbudiy Academy, Shohruh. We visited Hagia Sophia, Sultanahmet Mosque, Galata Tower, Taksim Square, crossed the Bosphorus by boat, and tried everything from dondurma, simit, San Sebastian cake, döner, gözleme, köfte, to fahsa📍
Every moment, I enjoyed (my first time in Turkiye)😊 An unforgettable experience both in tech and in culture.
@ladybytes
February 2025, my coursemate Ibrohim and I submitted our project CoMed to the "AI in Healthcare"
Teknofest this year attracted over
In the evenings, when we were free from the event, I got to explore the city with the help of my friend from Behbudiy Academy, Shohruh. We visited Hagia Sophia, Sultanahmet Mosque, Galata Tower, Taksim Square, crossed the Bosphorus by boat, and tried everything from dondurma, simit, San Sebastian cake, döner, gözleme, köfte, to fahsa
Every moment, I enjoyed (my first time in Turkiye)
@ladybytes
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My first month for my MSc is coming to an end (so far I am not overwhelmed with the business school life). Wait what? Seems like each year I take bolder, braver steps. A couple of years ago I could not even dream of living in the heart of Europe🇪🇺. I think I have already adapted and am back to my normal routine, but till this moment I have undergone different situations (I know that struggles must end sometime and I regain happiness💫)
Peculiar things:
Tap water is clean🚰
People throw noses noisily in the middle of a calm lesson ahaha😐
You cannot give an even number of gifts - they will be offended🎁
Became pescetarian🐟
So far, interesting topics in my studies have been Human & Gen AI collaboration and virtual influencers.
@ladybytes
Peculiar things:
Tap water is clean🚰
People throw noses noisily in the middle of a calm lesson ahaha
You cannot give an even number of gifts - they will be offended
Became pescetarian
So far, interesting topics in my studies have been Human & Gen AI collaboration and virtual influencers.
@ladybytes
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💭 Weekend Thoughts
Yevropada kuz kuzligini qilmoqda: yomg‘ir, shamol, daraxtlardagi oltin rang barglar, bulutli “mood”. Xonam derazasidan qaraganimda ajoyib manzara - butun shahar, sokin oqayotgan daryo va insonlarning shovqini🍃
Tasvirlaganlarim yuqoriroq plankadan olingan gaplar, endi fokusni o‘zimga qaratsam, dunyoyimda ko‘p voqealar sodir bo‘lmoqda. O‘rgangan bilimlarimni takrorlash va yanada chuqurroq anglash, yangilarini esa miyyamda hazm qilish jarayonidaman. Komfort zonamda “ha, yetarli” deb yurganlarim endi “ancha kam”dek - bu noshukrlikdan emas, balki holatimni yanada yaxshilash imkoniyatlarini ko‘rayotganimdan✨
Qachonlardir men uchun orzu bo‘lgan yashash tarzida endi o‘zim qahramonman. Javobgarliklarim va vazifalarim oshgan. Endi “boshimdagi eng muhim muskul” - miyyamni yanada charxlash vaqti va bu doimiy bo'lishini xohlayman ham. Yoshlik-erkaliklar ortda qolgandek, lekin fitratimga muhim bo‘lgan tantiqlikni albatta saqlab qolaman💓
Nima demoqchiman? Har bir holatingizni o‘z vaqtida, "ayni shu damda" qadrlang - to‘liqligicha bahramand bo‘ling✍
@ladybytes
Yevropada kuz kuzligini qilmoqda: yomg‘ir, shamol, daraxtlardagi oltin rang barglar, bulutli “mood”. Xonam derazasidan qaraganimda ajoyib manzara - butun shahar, sokin oqayotgan daryo va insonlarning shovqini
Tasvirlaganlarim yuqoriroq plankadan olingan gaplar, endi fokusni o‘zimga qaratsam, dunyoyimda ko‘p voqealar sodir bo‘lmoqda. O‘rgangan bilimlarimni takrorlash va yanada chuqurroq anglash, yangilarini esa miyyamda hazm qilish jarayonidaman. Komfort zonamda “ha, yetarli” deb yurganlarim endi “ancha kam”dek - bu noshukrlikdan emas, balki holatimni yanada yaxshilash imkoniyatlarini ko‘rayotganimdan
Qachonlardir men uchun orzu bo‘lgan yashash tarzida endi o‘zim qahramonman. Javobgarliklarim va vazifalarim oshgan. Endi “boshimdagi eng muhim muskul” - miyyamni yanada charxlash vaqti va bu doimiy bo'lishini xohlayman ham. Yoshlik-erkaliklar ortda qolgandek, lekin fitratimga muhim bo‘lgan tantiqlikni albatta saqlab qolaman
Nima demoqchiman? Har bir holatingizni o‘z vaqtida, "ayni shu damda" qadrlang - to‘liqligicha bahramand bo‘ling
@ladybytes
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🇪🇺Erasmus Mundus Joint Master’s (EMJM) haqida
2024-yil yozida dasturiy injiniring yo‘nalishida 3-kursni tamomlagach, turli mentorlik kurslariga qatnashdim, magistraturaga tayyorgarlik uchun ishonchli manbalarni izlab topdim. Ammo bundan oldin eng qiyin bosqich - qaror qabul qilish edi: o‘qish yoki karyera? Uzoq o‘ylab, oilam va tajribali insonlar bilan maslahatlashganimdan so‘ng, qaror aniq bo‘ldi, ya'ni akademik yo'lda davom etish.
Jarayon intensiv bo'ldi, vaqt juda tez o'tdi. Magistratura uchun kuchli portfolio tayyorlash oddiy ish emas - bu vaqt, diqqat va qayta-qayta maqsadni aniqlashtirishni talab qiladi. Bakalavrning so‘nggi kursi va ish bilan bir paytda, men bir nechta universitetlarga va grantlarga ariza topshirdim - tanlovlarimni kelajakdagi mutaxassislik, mamlakat va universitet reytinglariga qarab belgiladim.
"Prestijli"larga ham va nisbatan raqobat kamroq dasturlarga ham harakat qilib ko'rdim. Hozir shu holatlardan o‘tganimdan faxrlanaman. 2025-yil bahoridan rad javoblari ham, qabul xatlari ham ola boshladim. Bu post esa aynan mening "EMJM tajribam" haqida - ya’ni men "AI in Sustainable Societies" (Barqaror Jamiyatlarda Sun’iy Intellekt) magistrlik dasturiga qabul qilingan edim. Dastur quyidagi uchta universitet hamkorligida tashkil etilgan:
🇪🇪 Tallinn University, Raqamli texnologiyalar maktabi
🇫🇮 Tampere University, Axborot texnologiyalari va kommunikatsiyalar fakulteti
🇵🇹 Lusófona University, Tabiiy fanlar va muhandislik fakulteti
Bu dasturda eng yoqtirgan jihatim - u zamonaviy dolzarb mavzularni sun’iy intellekt yechimlari bilan uyg‘unlashtiradi, "AI ni mas’uliyatli, etikal va barqaror tarzda qo‘llashni o‘rgatadi"
Yozda esa "Yevropa Ittifoqi delegatsiyasi va O‘zbekiston Erasmus milliy ofisi" tomonidan tashkil etilgan Pre-Orientation Departure uchrashuviga taklif qilindim. U yerda EMJM bitiruvchilari va murabbiylar Yevropada o‘qish va yashash bo‘yicha qimmatli maslahatlar bilan o‘rtoqlashishdi. Quyida kelajakdagi nomzodlar uchun foydali fikrlar keltirilgan:
Sara Noshadi:
Alisher Faizullaev:
Germaniya va Fransiya delegatsiyasi:
Otabek Akromov (EMJM alumni):
Jamshid Akhmadaliev (EMJM alumni):
Ravshan va Aziz Ganiev (EMJM alumni):
Uchkun Normamatov (DAAD alumni): JSTOR, Notion AI kabi manbalarni ulashdilar.
EMJM va boshqa magistratura programmalariga hujjat topshirishda menga yo‘l ko‘rsatgan asosiy mentorlarim va men ulardan judayam minnatdorman:
Latofat Bobojonova, Shohruh Nishonqulov, Asadullo Ganiev, Qudratxo'ja Musayev, Murodjon Fayziev, Bekzod Abdurazzakov, shuningdek tavsiyanoma berganlar: Prof. Sanghyuk Lee, Khurshid Juraev, Mukhammadali Khayotov, Khumoyun Aminaddinov.
@ladybytes
2024-yil yozida dasturiy injiniring yo‘nalishida 3-kursni tamomlagach, turli mentorlik kurslariga qatnashdim, magistraturaga tayyorgarlik uchun ishonchli manbalarni izlab topdim. Ammo bundan oldin eng qiyin bosqich - qaror qabul qilish edi: o‘qish yoki karyera? Uzoq o‘ylab, oilam va tajribali insonlar bilan maslahatlashganimdan so‘ng, qaror aniq bo‘ldi, ya'ni akademik yo'lda davom etish.
Jarayon intensiv bo'ldi, vaqt juda tez o'tdi. Magistratura uchun kuchli portfolio tayyorlash oddiy ish emas - bu vaqt, diqqat va qayta-qayta maqsadni aniqlashtirishni talab qiladi. Bakalavrning so‘nggi kursi va ish bilan bir paytda, men bir nechta universitetlarga va grantlarga ariza topshirdim - tanlovlarimni kelajakdagi mutaxassislik, mamlakat va universitet reytinglariga qarab belgiladim.
"Prestijli"larga ham va nisbatan raqobat kamroq dasturlarga ham harakat qilib ko'rdim. Hozir shu holatlardan o‘tganimdan faxrlanaman. 2025-yil bahoridan rad javoblari ham, qabul xatlari ham ola boshladim. Bu post esa aynan mening "EMJM tajribam" haqida - ya’ni men "AI in Sustainable Societies" (Barqaror Jamiyatlarda Sun’iy Intellekt) magistrlik dasturiga qabul qilingan edim. Dastur quyidagi uchta universitet hamkorligida tashkil etilgan:
🇪🇪 Tallinn University, Raqamli texnologiyalar maktabi
🇫🇮 Tampere University, Axborot texnologiyalari va kommunikatsiyalar fakulteti
🇵🇹 Lusófona University, Tabiiy fanlar va muhandislik fakulteti
Bu dasturda eng yoqtirgan jihatim - u zamonaviy dolzarb mavzularni sun’iy intellekt yechimlari bilan uyg‘unlashtiradi, "AI ni mas’uliyatli, etikal va barqaror tarzda qo‘llashni o‘rgatadi"
Yozda esa "Yevropa Ittifoqi delegatsiyasi va O‘zbekiston Erasmus milliy ofisi" tomonidan tashkil etilgan Pre-Orientation Departure uchrashuviga taklif qilindim. U yerda EMJM bitiruvchilari va murabbiylar Yevropada o‘qish va yashash bo‘yicha qimmatli maslahatlar bilan o‘rtoqlashishdi. Quyida kelajakdagi nomzodlar uchun foydali fikrlar keltirilgan:
Sara Noshadi:
Qiyinchiliklar - bu ne’mat. Ular seni "antifragile" qiladi. Hozirgi bajarayotganlaring 5–10 yildan keyin ham muhim bo‘ladimi?
Alisher Faizullaev:
Kutilmagan narsalarga tayyor bo‘l. Savollar berishdan uyalma, hatto oddiy tuyulsa ham. Katta kitoblarni o'qishdan tortinma. Networking qil, O‘zbekiston madaniy va ilmiy elchisi bo‘l. Esda tut - bilim olish quvonchli jarayon bo'lishi kerak
Germaniya va Fransiya delegatsiyasi:
Yotoqxonangda yashirinib o‘tirma. Atrofda nimalar bo‘layotganini bil, do‘stlar orttir, turli madaniyatlarga qiziq
Otabek Akromov (EMJM alumni):
Proaktiv bo‘l, osongina aldanma. Imkoniyatlarni erta qidira boshla, koordinatorlar bilan bog'lan. O‘qi, sayohat qil, agar PhD ni istasang - "A" baholar ol albatta. Professorlar bilan yaxshi munosabat o‘rnat, bu tavsiyanomalar uchun muhim. Plagiatdan saqlan - insoniy ijod har doim qadrlanadi. Strategik bo‘l, ilmiy klublarga qo'shil va tillarni o'rgan, O‘zbekistonni targ‘ib qil, faol bo‘l
Jamshid Akhmadaliev (EMJM alumni):
Yevropa mamlakatlarining odatlari va bayramlarini o‘rgan. Shaxsiy hujjatlaringga ehtiyot bo‘l, konsullik bilan aloqa uzilmasin
Ravshan va Aziz Ganiev (EMJM alumni):
Emotsional intellekt va madaniy bilim muhim. O‘zing mustaqil o‘rgan, professorlarga email yoz, uchrashuv belgila, vaqtida kel, hamkurslarga hurmat bilan munosabatda bo‘l
Uchkun Normamatov (DAAD alumni): JSTOR, Notion AI kabi manbalarni ulashdilar.
Inson o‘zini motivatsiya qilishi va ruhiy salomatligiga e'tiborli bo'lishi muhim - muvaffaqiyatsizliklar esa shunchaki muvaffaqiyat sari o‘tish yo'lidir
EMJM va boshqa magistratura programmalariga hujjat topshirishda menga yo‘l ko‘rsatgan asosiy mentorlarim va men ulardan judayam minnatdorman:
Latofat Bobojonova, Shohruh Nishonqulov, Asadullo Ganiev, Qudratxo'ja Musayev, Murodjon Fayziev, Bekzod Abdurazzakov, shuningdek tavsiyanoma berganlar: Prof. Sanghyuk Lee, Khurshid Juraev, Mukhammadali Khayotov, Khumoyun Aminaddinov.
@ladybytes
Bugun Yakshanba.
Savol-javob qilamiz.
Today is Sunday.
Let's do AMA (Ask Me Anything)
https://news.1rj.ru/str/anonaskbot?start=ladybytes
Savol-javob qilamiz.
Today is Sunday.
Let's do AMA (Ask Me Anything)
https://news.1rj.ru/str/anonaskbot?start=ladybytes
🏖️ У тебя новое анонимное сообщение!
Uyqu tartibingiz qanday?
Javob: Hozirgisi 23-5 orasida. Agar ish va deadline larim ko'payib va kunlik rejamdan tashqari force majeure holatlar bo'lsa, kechroqqa qolib ketishim mumkin va vaqtida uyg'onaman hafta kunlari, lekin hafta oxirida tanamga <qarzlar> imni to'layman:)
Uyqu tartibingiz qanday?
Javob: Hozirgisi 23-5 orasida. Agar ish va deadline larim ko'payib va kunlik rejamdan tashqari force majeure holatlar bo'lsa, kechroqqa qolib ketishim mumkin va vaqtida uyg'onaman hafta kunlari, lekin hafta oxirida tanamga <qarzlar> imni to'layman:)
✨ У тебя новое анонимное сообщение!
Sizdek yutuqlarga erishmaganu lekin ozlarini brand qilib yuboradiganlar juda kopayib ketgan. Siz ham lifestyle qilib, korsating hayotizni. Bizga judayam qiziq
Javob: Bunday taqqoslash noto'g'ri bo'lsa kerak deb o'ylayman. Hamma o'z xarakteridan va qadriyatlaridan kelib chiqib, ish qiladi (o'zini namoyish qiladi, blog yuritadi) Qay tarzda qilishi insonning o'z tanlovi. Bu yerda siz mening shaxsiy hayotimni emas, qalbimga yaqin bo'lgan dunyoqarashimni/o'zim ko'rsatishni xohlagan update/ma'lumotlar ni ko'rasiz. Men uchun internet va shaxsiylik o'rtasida chegara muhim.
Sizdek yutuqlarga erishmaganu lekin ozlarini brand qilib yuboradiganlar juda kopayib ketgan. Siz ham lifestyle qilib, korsating hayotizni. Bizga judayam qiziq
Javob: Bunday taqqoslash noto'g'ri bo'lsa kerak deb o'ylayman. Hamma o'z xarakteridan va qadriyatlaridan kelib chiqib, ish qiladi (o'zini namoyish qiladi, blog yuritadi) Qay tarzda qilishi insonning o'z tanlovi. Bu yerda siz mening shaxsiy hayotimni emas, qalbimga yaqin bo'lgan dunyoqarashimni/o'zim ko'rsatishni xohlagan update/ma'lumotlar ni ko'rasiz. Men uchun internet va shaxsiylik o'rtasida chegara muhim.
AI bilan o‘rganish
Bugun universitetda shu mavzuda workshop bo‘ldi. Kelganlar orasida oddiy studentlar, 50+ yoshli professorlar va 20+ yillik tajribaga ega mutaxassislar ham bor edi - hammasi eshituvchi sifatida qatnashdi.
Quyidagi AI tool lar tavsiya qilindi: GPT, Grok, Perplexity, NotebookLM.
AI ni faqat o'rganishda yordamchi sifatida ishlatish holatlari:
~ Aktiv eslab qolish uchun: ma’lumotni o‘qib, yodlab, keyin barcha manbalarni yopib, o‘zingiz qayta takrorlab chiqish. GPT bu jarayonda yordamchi sifatida ishlatiladi.
~ Vaqtni tejash uchun: lekin shuni yodda tutish kerak - "learning doesn’t happen in the comfort zone" Ya’ni, haqiqiy o‘rganish uchun miyyangizni ishlatishga va vaqt ajratishga to‘g‘ri keladi. Ba’zida esa, GPT bilan suhbat shu qadar qiziqarli bo‘ladiki, vaqtni tejash o‘rniga ko‘proq vaqt sarflab yuboramiz :)
~ Qiyin termin va mavzularni tushunish uchun.
~ Brainstorming va study/general planlar tuzish uchun.
~ Yolg‘iz ishlaganda ko‘nikmalarni oshirish uchun: masalan, siz consultant bo‘lsangiz, mijozlar kelganda berilishi mumkin bo‘lgan savollarga javob berish uchun maxsus "trained chat" yaratish mumkin.
Shuningdek, interaktiv leksiya davomida Cornell note-taking usulini ham o‘rgandim (rasmda)
MIT tadqiqot o‘tkazgan: uchta guruh uchun essay yozish topshirig'i -
1. GPT yordamida,
2. faqat Google search’dan foydalanib,
3. o‘z bilimiga tayanib.
Natijalar:
GPT bilan yozganlar: past miya faoliyati, cliche, originality yo‘q, insholar “soulless” ya'ni ruhsiz deb baholangan, va ma’lumotlar miyaga joylashmagan.
Google search bilan: miya aktiv, o‘rganishdan yuqori qoniqish, EEG testda kuchli kognitiv harakat va aktiv o‘rganish.
Faqat o‘z miyasiga tayanganlar: eng yuqori neyron aloqalar, kreativlik, semantik processing, qiziqish, refleksiya va original ishlar.
Xulosa: bizdagi dangasalik - bu evolyutsion shakllangan holat. Hamma shunday. Masalan, siz thesis yoki research qilishingiz kerak, lekin ish hajmi katta bo‘lgani uchun miyangiz “ugh” deydi va chalg‘ishni xohlaydi. Aslida, bunday paytda ishni kichik bo‘laklarga bo‘lib, har bir bosqichni bajarganingizda o‘zingizni <reward> qilsangiz, oxirigacha yeta olasiz.
@ladybytes
Bugun universitetda shu mavzuda workshop bo‘ldi. Kelganlar orasida oddiy studentlar, 50+ yoshli professorlar va 20+ yillik tajribaga ega mutaxassislar ham bor edi - hammasi eshituvchi sifatida qatnashdi.
Quyidagi AI tool lar tavsiya qilindi: GPT, Grok, Perplexity, NotebookLM.
AI ni faqat o'rganishda yordamchi sifatida ishlatish holatlari:
~ Aktiv eslab qolish uchun: ma’lumotni o‘qib, yodlab, keyin barcha manbalarni yopib, o‘zingiz qayta takrorlab chiqish. GPT bu jarayonda yordamchi sifatida ishlatiladi.
~ Vaqtni tejash uchun: lekin shuni yodda tutish kerak - "learning doesn’t happen in the comfort zone" Ya’ni, haqiqiy o‘rganish uchun miyyangizni ishlatishga va vaqt ajratishga to‘g‘ri keladi. Ba’zida esa, GPT bilan suhbat shu qadar qiziqarli bo‘ladiki, vaqtni tejash o‘rniga ko‘proq vaqt sarflab yuboramiz :)
~ Qiyin termin va mavzularni tushunish uchun.
~ Brainstorming va study/general planlar tuzish uchun.
~ Yolg‘iz ishlaganda ko‘nikmalarni oshirish uchun: masalan, siz consultant bo‘lsangiz, mijozlar kelganda berilishi mumkin bo‘lgan savollarga javob berish uchun maxsus "trained chat" yaratish mumkin.
Shuningdek, interaktiv leksiya davomida Cornell note-taking usulini ham o‘rgandim (rasmda)
MIT tadqiqot o‘tkazgan: uchta guruh uchun essay yozish topshirig'i -
1. GPT yordamida,
2. faqat Google search’dan foydalanib,
3. o‘z bilimiga tayanib.
Natijalar:
GPT bilan yozganlar: past miya faoliyati, cliche, originality yo‘q, insholar “soulless” ya'ni ruhsiz deb baholangan, va ma’lumotlar miyaga joylashmagan.
Google search bilan: miya aktiv, o‘rganishdan yuqori qoniqish, EEG testda kuchli kognitiv harakat va aktiv o‘rganish.
Faqat o‘z miyasiga tayanganlar: eng yuqori neyron aloqalar, kreativlik, semantik processing, qiziqish, refleksiya va original ishlar.
Xulosa: bizdagi dangasalik - bu evolyutsion shakllangan holat. Hamma shunday. Masalan, siz thesis yoki research qilishingiz kerak, lekin ish hajmi katta bo‘lgani uchun miyangiz “ugh” deydi va chalg‘ishni xohlaydi. Aslida, bunday paytda ishni kichik bo‘laklarga bo‘lib, har bir bosqichni bajarganingizda o‘zingizni <reward> qilsangiz, oxirigacha yeta olasiz.
@ladybytes