Many people still don't have a proper understanding of what AI agents are

So, here is the explanation:

🔗 Watch this https://youtu.be/oP6DS_x5K0Y?si=pTzcxmaBR2yIqebC

My TL;DR about agents:

Basically, AI agent wraps LLM with a few components:

1. Tools - to act, external capabilities to perform some action other than just generating some text (eg. web search, call APIs, run code in a sandbox, send email), mostly MCP tools. Tool = brain.

2. Memory - to remember things, long term memory, because agent cannot remember everything in 1 context window (context window = short term memory)

3. *Reasoning and planning loop - to get the task done, turns LLM into agent with continuous cycle, agent breaks big task into small sub-tasks (simulating thinking system #2 from "Thinking fast and slow"). The loop of "reAct": think → act → observe → repeat.

4. Perception - the ability to see and hear environment by monitoring chat/database/website.

AGENT = LLM + Planning + Memory + Tools

Remember: the most important component is reasoning loop 🔥 which is a continuous loop of thinking and acting.

More to read:
• https://huggingface.co/learn/agents-course/
• https://huggingface.co/learn/mcp-course/
• https://anthropic.skilljar.com/introduction-to-model-context-protocol
• https://anthropic.skilljar.com/model-context-protocol-advanced-topics

Must read:
• https://modelcontextprotocol.io
• https://geminicli.com/docs/
• https://platform.claude.com/docs/en/home

How to build own agents?
• Agent development kit: https://google.github.io/adk-docs/ - try to build own agents.
• Agent SKD by claude: https://platform.claude.com/docs/en/agent-sdk/overview
• https://docs.langchain.com/

Deep dive:
• https://roadmap.sh/ai-agents
• https://roadmap.sh/prompt-engineering

@rustamzokirov

Yaqin do'stim Shamsidin (Software Engineer @ Uber) vanihoyat o'z Telegram kanalini ochibdi. Shamsidinda nafaqat chuqur dasturlash skillari, balki startup qurish tajribasi ham katta.

Kanaliga albatta a'zo bo'linglar: @the_spillover_sh_mukhibillaev 🚀🚀🚀

Yandex'da AI agentlar qanday yaratilishi bilan tanishing!

Yandex School of Data Analysis intensivi 2026-yil 6-10-aprelda onlayn tarzda bo‘lib o‘tadi.

Agents Week – bu onlayn video taqdimotlar seriyasi boʻlib, unda Yandex amaliyotchi ekspertlari zamonaviy AI agentlarni qanday loyihalashtirish va ularni toʻliq production-yechim darajasiga olib chiqish haqida soʻzlab beradi.

Translatsiyani barcha ro‘yxatdan o‘tganlar ko‘rishi mumkin, sertifikat esa tanlovdan o‘tib, yakuniy vazifani bajaradiganlarga beriladi.

Intensivda ishtirok etish bepul, roʻyxatdan oʻtish 9-aprelgacha – havola orqali.

Diskleymer: Yandex va “Yandex ta’lim texnologiyalari” ANO DPO “Yandex School of Data Analysis tomonidan intensiv” loyihasi doirasida ta’lim xizmatlarini ko‘rsatmaydi.

Reklama kontenti

Yaqinda Nodir aka quyidagi podcastni tavsiya qilgan edilar, bugun ko'rishga vaqtim bo'ldi. Rostan ham ko'p foydali narsalarni o'rgandim. Sizlar bilan ham re-ulashay :)

https://youtu.be/lIJelwO8yHQ

Waymo yamalarga qarshi kurash e'lon qilibdi 🧠

O'zbekistonga ham Waymo tezroq kelsa zo'r bo'lardi, yoki davlat shunga o'xshash yechim qilsa bo'ladi. Masalan, Toshkent shaxrida taksilarga maxsus uskunalar o'rnatib osonlik bilan yamalar xaritasini yaratsa bo'ladi.

https://waymo.com/blog/2026/04/partnering-with-waze-to-help-cities-patch-their-potholes/

Bizni boshliq ham podkastga chiqibdi. Mening ikkita fikrim...

1. Sundar o'zini juda bosib olgan odam. Googlening ichki hands-on meetinglarida ham o'zini juda yaxshi tutadi. Ortiqcha gapirmaydi va savollarga (iloji boricha) aniq javob beradi. Va eng asosiysi attention-seeking emas.

2. Alphabet va Google'ning CEOsi sifatida, Sundarda tabiiyki eng nozik informatsiyalar bor. Podkastda nima gapirish (suxbat foydali bo'lishi uchun) va nima gapirmaslikni (o'sha nozik malumotlarni saqlash uchun) balans qilish oson bo'lmasa kerak.

Yaxshi podkast chiqibdi, sizlar ham ko'ringlar. Balki, keyingi safar Sundarni podkastga chaqirarman :D

https://www.youtube.com/watch?v=bTA8sjgvA4c

Sizni 23-may kuni Toshkentda bo‘lib o‘tadigan Yandex Uzbekistan Dev Meetup’da kutib qolamiz ➡️

Dasturchilarni Yandex Uzbekistan’ning IT-ofisiga oflayn uchrashuvga taklif etamiz. Mahsulotlar qanday yaratilishi, ular ortida qanday yechimlar turishi va sanoatda qanday o‘sish mumkinligini muhokama qilamiz. Tadbir ingliz tilida o‘tkaziladi.

Ro‘yxatdan o‘tish uchun havola orqali o‘ting!

Dasturda:

➡️ Kostya Dovnar sekin tarmoqlarda Yandex Pro ishini qanday o‘rganganlari va hamma narsa tezroq va barqarorroq ishlashi uchun qanday yechimlarni joriy etganlari haqida so‘zlab beradi.

➡️ Lesha Tolstikov qiziquvchanlikni qanday saqlab qolish, avtomatlashtirishda adashib qolmaslik va nima uchun altruizm ham ta’lim, ham o‘qitishning muhim qismiga aylanib borayotgani haqida so‘zlab beradi.

➡️ Live Coding — ishtirokchilar haqiqiy vazifani tahlil qiladilar, modelni ishga tushiradilar va birgalikda u kapot ostida nima qilayotganini tushunib oladilar.

➡️ O‘z rezyumengizni qanday yaxshilash va tajribangizni xalqaro miqyosda raqobatbardosh bo‘lish uchun qanday taqdim etishni muhokama qilamiz. Yandex’da dasturchi lavozimi uchun suhbat qanday o‘tishini, har bir bosqichda nimalarni kutish mumkinligini tahlil qilamiz va undan muvaffaqiyatli o‘tishga yordam beradigan amaliy maslahatlar bilan o‘rtoqlashamiz.

Sticker-bombing boshladik 😁

Average American thoughts: What startup should I vibecode over the weekend? How about AI-based agentic platform where you can sell and buy your agents. Agents will be priced based on skills they have and additionally we can have bootcamps to upskill these agents. Wow, such a great idea!

Average European thoughts: Today [Firday] we have such a great sunny weather! Too bad I have to work. Saturday is sunny as well, but Sunday is rainy and cloudy. I wish I could work on Sunday instead of today.

LLM agentga task berib hojatxonaga kirib ketudim. Men * * * * * chiqqunimcha agent ham * * * * * qo'yibdi 😅

Ha mayli, LLM bilan ishlashni davom e'tamiz, Andrej Karpathy akani aytishicha buni hammasi skill issue.

https://youtu.be/kwSVtQ7dziU

Germaniyada kim boyligini bilish qiyin.

Rustam va meni bittadan Porsche Taycan olish niyatimiz bor. Google’da ishlasak ham, to’g’risini aytsam shart bitta Porsche Taycan olgani qurbiyatimiz hali yetmaydi.

Bir kuni Rustam bilan ofisdan chiqib tushlik uchun doner yegani ketayotgandik (shanba kuni ofisda ovqat bermaydi). Shu payt ofisdan bir bola chiqib Porsche Taycan’ga o’tirdi — “Wow, Google’da anchadan beri ishlaydi shekili? Demak bizga ham umid bor ekan” dedik bir birimizga.

Keyin doner-xonaga borib endi kirib ketayotsak, u bola Porsche’dan tushib ko’zimiz oldida doner olgani kirib ketsa bo’ladimi.

Google'da birinchi marta interview qildim!

Iye bro, siz Google'da allaqachon ishlamaysizmi? deydiganlar uchun aniqlashtiray... interviewer ro'lida qatnashdim.

Nega shuncha vaqt biror marta interview qilmaganman deb o'zimdan so'radim. Aniq javob topolmadim. Katta ehtimol bilan, 2021-yilda qilgan 7-oylik hard-core FAANG tayyorgarligim meni interviewlardan ancha bezitib qo'ygan.

I guess my traumas are finally healing 🌿

I’ve been having a problem for the last 2-3 years. I have too many things to do. The problem has been constant.

It is great to have many things to do, this makes my life busy and full of pursuit. Boredom is the last thing I wanna have. I would rather be stressed with too many things to do than be bored. These things are not unimportant things to do, they are legit things related to my health, family, personal projects/aspirations, and work. I need them all completed. I want them all completed.

You see... as a software engineer I am used to making calculated decisions and finding the optimal solution to problems. However, I realized that the bottleneck to completing this massive amount of things is the speed of decision making. I make decisions very slowly because I want to make the best decision possible.

I realized that most of these things aren't worth the long careful consideration and cons/pros analysis. For example, I should just fucking buy that flight ticket or just choose the first dentist who seems sorta good and see how it goes. The consequence of most of these decisions are not catastrofic.

Here comes the delegation. Since I used to think that all these matters I am dealing with are important I would never delegate even though I very well know that delegation is the only solution. Once my mindset changed around the true importance of things I want to get done, I became emotionally and mentally open to delegation.

All I need to do is to continuously (forever) learn to pick the right challenges to spend my time and enegery on. For the rest, I will simply decide without deep analysis and/or delegate.

If this problem exists in your life as well, maybe my perspective above will help. If you have an alternative approach, please drop a comment below.

Peace yo!

Googleda qomatni saqlab qolish ancha distsiplina talab qiladi. Bu yerda juda ko'pchilik har xil davlatlarga tez-tez travel qiladi va qaytishlarida ofis uchun snacklar olib kelishadi.

Juda mazzali snacklar, yo'q deyish juda qiyin, ha mayli bitta olay deysiz ko'p xolatda. 300 kaloriya u yerda, 400 kaloriya bu yerda, va qarabsizki tez orada yumshoq va do'mboq qorinchangizni quchoqlab o'tiribsiz.

#firstworldproblems

Tez orada ko'zlarimiz ham dam olsa bo'lar ekan 💆

https://9to5google.com/2026/04/26/gmail-google-gradient-redesign/

Munira opa has been cooking an AI incubator program. It is a 1-month AI mentorship + 10-week incubator program matching top software engineers with top business experts.

Guys, go check it out!

https://t.me/ai_incubator_org/5

Germaniyani qonun-qoida mamlakati deb bejiz aytishmaydi. Eng mashxur qoidalardan biri bu Datenschutz, ya'ni fuqarolarning shaxsiy ma'lumotlarini himoya qilish qonunidir. Yana bir, ehtimol siz bilmagan qonun esa Üble Nachrede (tuhmat) hisoblanadi. Agar kimdir sizga nisbatan tuhmat qilsa, ushbu qonun asosida ularni sudga berishingiz mumkin.

Afsuski, Germaniyada biznes egalari Google Maps platformasida ushbu qonunni suiiste'mol qilishadi. Ular 1 yoki 2 yulduzli salbiy sharhlarni xuddi shu qonunni ro‘kach qilib Googledan olib tashlashni talab qilishadi. Google esa har bir salbiy sharh uchun sudlashishga vaqt va resurs ajratmaydi. Shu sababli Germaniyada Google’dagi sharhlarga to‘liq ishonib bo‘lmaydi.

Yaxshi yangilik shundaki, Google Maps yaqinda yangi funksiya qo‘shdi: endilikda biznes profilida nechta sharh olib tashlanganini ko‘rish imkoniyati mavjud.

Bizneslar : Mijozlar — 0:1

Impressive results, exciting times for Google 💪

Qiziq bir fakt o’qib qoldim. Aytishlaricha, daromadning 4 barobar oshishi hayotga ijobiy ta’sir ko’rsatishi bo'yicha bosh og’rig’ining uchdan bir qismiga teng ekan.

O’ylab ko’rsam, haqiqatan ham shunday! Deylik, sizga tanlov berildi: hozirgi daromadingiz 4 barobar oshadi, lekin har kuni boshingiz og’riydi. Ko’pchiligimiz (shu jumladan men ham) bunga rozi bo’lmas edik.

Lekin, “daromadingiz 4 barobar oshadi, ammo uch kunda bir marta boshingiz og'rib turadi” deyishsa, sizlarni bilmadim-u lekin men o’ylab ko’rgan bo’lardim 😄

Source: https://youtu.be/S9InNdQhFwc

This is going to be interesting...