Forwarded from Data Science
1. ๐๐ง๐๐๐ฑ๐ข๐ง๐ : Create indexes on frequently queried columns to speed up data retrieval.
2. ๐๐๐ซ๐ญ๐ข๐๐๐ฅ ๐๐๐๐ฅ๐ข๐ง๐ : Upgrade your database server by adding more CPU, RAM, or storage to handle increased load.
3. ๐๐๐๐ก๐ข๐ง๐ : Store frequently accessed data in-memory (e.g., Redis, Memcached) to reduce database load and improve response time.
4. ๐๐ก๐๐ซ๐๐ข๐ง๐ : Distribute data across multiple servers by splitting the database into smaller, independent shards, allowing for horizontal scaling and improved performance.
5. ๐๐๐ฉ๐ฅ๐ข๐๐๐ญ๐ข๐จ๐ง: Create multiple copies (replicas) of the database across different servers, enabling read queries to be distributed across replicas and improving availability.
6. ๐๐ฎ๐๐ซ๐ฒ ๐๐ฉ๐ญ๐ข๐ฆ๐ข๐ณ๐๐ญ๐ข๐จ๐ง: Fine-tune SQL queries, eliminate expensive operations, and leverage indexes effectively to improve execution speed and reduce database load.
7. ๐๐จ๐ง๐ง๐๐๐ญ๐ข๐จ๐ง ๐๐จ๐จ๐ฅ๐ข๐ง๐ : Reduce the overhead of opening/closing database connections by reusing existing ones, improving performance under heavy traffic.
8. ๐๐๐ซ๐ญ๐ข๐๐๐ฅ ๐๐๐ซ๐ญ๐ข๐ญ๐ข๐จ๐ง๐ข๐ง๐ : Split large tables into smaller, more manageable parts (partitions), each containing a subset of the columns/features from the original table.
9. ๐๐๐ง๐จ๐ซ๐ฆ๐๐ฅ๐ข๐ณ๐๐ญ๐ข๐จ๐ง: Store data in a redundant but structured format to minimize complex joins and speed up read-heavy workloads.
10. ๐๐๐ญ๐๐ซ๐ข๐๐ฅ๐ข๐ณ๐๐ ๐๐ข๐๐ฐ๐ฌ: Pre-compute and store results of complex queries as separate tables to avoid expensive recalculation, reducing database load and improving response times.
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Keyingi Ramazonga Yetkazsin!
Ushbu duoning ahamiyatini vaqt oสปtgani sari tushunib boraverar ekansiz. Bu kunlarga kimlar yetdi, kimlar yetmadi.
Kirib kelayotgan Xayit bayrami barchaga muborak boสปlsin! Keyingi Ramazonga Yetkazsin!
Ushbu duoning ahamiyatini vaqt oสปtgani sari tushunib boraverar ekansiz. Bu kunlarga kimlar yetdi, kimlar yetmadi.
Kirib kelayotgan Xayit bayrami barchaga muborak boสปlsin! Keyingi Ramazonga Yetkazsin!
๐15
Most people use Claude Code like a search bar.
They type a prompt. Get an answer. Move on.
Thatโs 0 leverage. Fine for small tasks.
But there are 5 levels:
Prompt -> Skill -> Skill Chain -> Agent -> Agent Team
Each level compounds.
2x -> 5x -> 10x -> 20x -> 50x.
By level 5, you have 4 agents running in parallel โ finding leads, drafting emails, monitoring replies, booking calls.
Same tool. Wildly different results.
Comment โLEVELSโ and Iโll send you the full breakdown.
๐4โค2๐ฅ1
Forwarded from Aziz Rahimov
Daromad koโpayganidan keyin, puldorlarning aksariga hurmatingiz kamayadi.
Obunchalilar koโpayganidan keyin, mashhurlarning aksariga hurmatingiz kamayadi.
Ilmiy ish qila boshlasangiz, professorlarning aksariga hurmatingiz kamayadi.
Mansab zinalaridan chiqa boshlasangiz, rahbarlarning aksariga hurmatingiz kamayadi.
Bir tarafdan tushunarli.
Odam oโzida yoโq narsaga koโproq qoyil qoladi.
Boshqa tarafdan, yuqoridagi yutuqlar, oddiy ishlar + omadning natijasi ekanligini tushuna boshlaysiz.
Bitta holat bundan mustasno ekan.
Nafsingiz bilan kurash koโpayganidan keyin, nafsidan gโolib kelganlarga hurmatingiz kamayib qolmaydi. Koโpayib boradi.
Jarayonga kirishmaguncha bu ishni oddiy deb oโylagan edingiz.
Kirishganingizdan keyin, oddiy ko'ringan odamlarning buyukligi bilinib qoladi.
Obunchalilar koโpayganidan keyin, mashhurlarning aksariga hurmatingiz kamayadi.
Ilmiy ish qila boshlasangiz, professorlarning aksariga hurmatingiz kamayadi.
Mansab zinalaridan chiqa boshlasangiz, rahbarlarning aksariga hurmatingiz kamayadi.
Bir tarafdan tushunarli.
Odam oโzida yoโq narsaga koโproq qoyil qoladi.
Boshqa tarafdan, yuqoridagi yutuqlar, oddiy ishlar + omadning natijasi ekanligini tushuna boshlaysiz.
Bitta holat bundan mustasno ekan.
Nafsingiz bilan kurash koโpayganidan keyin, nafsidan gโolib kelganlarga hurmatingiz kamayib qolmaydi. Koโpayib boradi.
Jarayonga kirishmaguncha bu ishni oddiy deb oโylagan edingiz.
Kirishganingizdan keyin, oddiy ko'ringan odamlarning buyukligi bilinib qoladi.
๐ฅ4โค1๐ณ1
Forwarded from Khamidulla Inoyatov
Boshida Claude Code menga juda yoqdi.
Bir laxzaga bu yechimdek tuyuldi: zerikarli ishlarni AI ga beraman, oโzim esa arxitektura, qarorlar va haqiqiy engineering bilan shugโullanaman. Ishlash tezlashadi. Kamroq charchoq. Yaxshiroq natija.
Keyin esa reallik oโzini koโrsatdi.
Claude Code qatโiy process boโyicha ishlaydigan tizim emas. Baโzida qadam tashlab ketadi. Baโzida taxmin qiladi. Eng qiyini xatolar emas, balki oldindan bilib boโlmaydigan natija. Men undan (deterministic) narsa kutgandim, lekin u unday ishlamaydi.
Hozir yana biroz optimistikman, faqat endi kutgan narsam boshqacha.
Claude Code workflow engine emas. U (probabilistic) yordamchi: baโzida qoyil qoldiradi, baโzida asabni buzadi, lekin baribir foydali. Masala uning fikrini toโliq boshqarishda emas, balki atrofiga guardrail qoโyib, kuchli joyida ishlatishda ekan.
Kamroq sehr. Koโproq chegara. Yaxshiroq natija.
@khamidulla_inoyatov
Bir laxzaga bu yechimdek tuyuldi: zerikarli ishlarni AI ga beraman, oโzim esa arxitektura, qarorlar va haqiqiy engineering bilan shugโullanaman. Ishlash tezlashadi. Kamroq charchoq. Yaxshiroq natija.
Keyin esa reallik oโzini koโrsatdi.
Claude Code qatโiy process boโyicha ishlaydigan tizim emas. Baโzida qadam tashlab ketadi. Baโzida taxmin qiladi. Eng qiyini xatolar emas, balki oldindan bilib boโlmaydigan natija. Men undan (deterministic) narsa kutgandim, lekin u unday ishlamaydi.
Hozir yana biroz optimistikman, faqat endi kutgan narsam boshqacha.
Claude Code workflow engine emas. U (probabilistic) yordamchi: baโzida qoyil qoldiradi, baโzida asabni buzadi, lekin baribir foydali. Masala uning fikrini toโliq boshqarishda emas, balki atrofiga guardrail qoโyib, kuchli joyida ishlatishda ekan.
Kamroq sehr. Koโproq chegara. Yaxshiroq natija.
@khamidulla_inoyatov
๐2
Xamidullo Xudoyberdiyev
https://youtu.be/0hD4K3Ab3Fc?si=RPNW_8NXgeRHkV5f
Postgres database ning hozrgi kundagi biz dasturchilar uchun kerak bo'ladigan ko'p chilik bilmagan imkoniyatlari haqida
https://www.youtube.com/watch?v=TdondBmyNXc
https://www.youtube.com/watch?v=TdondBmyNXc
YouTube
I replaced my entire stack with Postgres...
๐ค Check out Neon: https://get.neon.com/SjUafxf
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โข GCP - 1 e2-micro (0.25 vCPU, 1GB RAM), US-only, indefinite
โข AWS / Azure - 12mo trials, AWS recently switched to 6mo credits for new accounts
oracle's the only real always-free option for actual workloads.
source: https://cloud-free-tier-2026.vercel.app/
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๐ฅ3
Forwarded from Dr. Algorithm
1 oy tekin ekan.
๐งโ๐ป https://bytebytego.com
Assalomu alaykum doโstlar,
Nodirjonga rahmat. Dasturlash boโyicha foydali kitoblarni tekinga oโqish imkonini tavsiya etdilar.
Sizga ham ulashgim keldi.
30.04.2026 Toshkent
@DrAlgorithm
Assalomu alaykum doโstlar,
Nodirjonga rahmat. Dasturlash boโyicha foydali kitoblarni tekinga oโqish imkonini tavsiya etdilar.
Ishga kirishga tayyorlanayotganlar uchun foydali manba ekan.
Sizga ham ulashgim keldi.
30.04.2026 Toshkent
@DrAlgorithm
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