@sh3x_9or4n: ئیتر کۆتایی هاااات @ 🤍👑#ریپۆست_بکەن_دڵن_🤍 #sh3x #fvpシ♡ #لایکو_کۆمێنت_فۆڵۆلەبیر_مەکەن #viraltiktok

Տᕼ3✘ | شًْـێـخًْ ✪
Տᕼ3✘ | شًْـێـخًْ ✪
Open In TikTok:
Region: IQ
Wednesday 25 March 2026 23:17:47 GMT
380417
20142
228
5190

Music

Download

Comments

yusf.almani11
Yusf Almani :
حەیف کەسانێکمان خۆشویست ڕۆشت💔
2026-03-26 08:14:19
60
zhyaneky_hech90
Zhyaneky hech🩶🦂🖤 :
دڵ لەشوێنیو جەستەش لەماڵێک🥺🖤
2026-04-23 20:13:22
7
chau_rash_hawlery
🖤. :
2026-03-26 04:41:04
13
bilal.m.akbar0
Bilal M Akbar :
هەمان قەسەمان بۆ کرد 💔
2026-03-27 10:40:54
6
bexal27
Bexal :
🥺
2026-03-26 09:12:27
20
shazhn.gyans
ـاژن♡ 𝓢𝓱𝓪𝔃𝓱𝓷 𝓰𝔂𝓪𝓷 شـ :
هەمووکەس شایەنی خۆشویستن نیە.🥺 ئیتر کوتای هات🥺🥺
2026-04-04 13:03:55
8
aha_goran
𝕬𝕳𝕸𝕬𝕯🖤✨ :
bray xom 🫀🤍
2026-03-26 15:44:08
6
ariqaradaghi
Ari Qaradaghi ✍🏻 :
Dast xosh bra
2026-03-26 01:08:50
9
ll_saro.e34_ll
ll_saro.e34_ll :
هه مان قسه ي ئه ووي كرد🥺
2026-03-26 21:04:59
25
cheffahang
شێف ئاهەنگ :
خۆشەویستی شایەنی هه مو کەس نیە
2026-03-26 15:42:51
12
balayawrupi01
لةنگةي الماني كؤمار :
حەیف کەسانێکمان خۆشویست ڕۆشت😢🥺😩🥺
2026-03-28 02:05:27
6
gullashazaka22
Neyan 🌸 :
ئەرێ مرد🥺
2026-04-06 00:08:31
5
vippost0
Dav 🆔 :
2026-03-26 22:04:19
5
mhamad_tanya_23
mhamad tanya :
هەر یەکەو کەسێکی خۆشەوێت و بەدڵیەتی بەڵام لەماڵی کەسانی ترا ڕۆژەکەنەوە🥺
2026-03-26 12:59:00
13
edrisxazal
edrisxazal :
اخ زه مانه
2026-03-26 17:39:16
6
rome10s
🌸Xozga :
هەمووکەس شایەنی خۆشویستن نیە.🥺
2026-03-29 22:37:22
8
hani_sabah96
♓️aNI 💕🇳🇮 :
❤️❤️کاکەم
2026-03-26 07:43:50
18
sadiq_xalefa
سەدیق زامدار🦅🥀 :
دەستەکانت خۆش بێت براکم♥️
2026-03-27 12:10:59
7
bekas4227
ℬℯ𝒦𝒶𝒮🖤 :
💔🥀
2026-03-26 10:30:38
5
mantkmbashanaziawa
zardi :
2026-03-26 04:58:55
9
iam.sivarr
iamSIVAR¹ :
Brai mn🥰
2026-03-26 03:27:06
7
ali_surche8
ali :
والڵە جەندین جارچاوەکانم پەرفرمێسک بونە بەوانە زۆریکتریان خۆشەویست زۆر هیوادارم هەموهاورێک یکتریان خۆش بەوێت ان شاءالڵە 🌹❤️🥰❤️
2026-03-26 11:51:58
16
hede_kurd1
𝐇𝐞𝐝𝐞👑𝐊𝐮𝐫𝐝𝐢 :
گوڵبراگیان👑🖤
2026-03-25 23:18:58
8
bekas876
balen :
ێایییی دانیا
2026-03-26 08:31:04
6
ramin.music22
🎧🆁🅰🅼🅸🅽🅼🆄🆂🅸🅲🎧 :
ماوەکە فۆڕیو نیە یا من نایاتە پێشم بژیت بەردەوام بە🥰
2026-03-26 15:06:19
5
To see more videos from user @sh3x_9or4n, please go to the Tikwm homepage.

Other Videos


"Should I use RAG or long context?" is the wrong question. ⚡ You're going to use both. And memory. The three aren't competing — they answer different questions about what goes in the prompt. Here's the honest comparison 👇 🟡 LONG CONTEXT — put it all in Cost: 198k tokens, every single call. Wait: time-to-first-token climbs with input size. 💥 Breaks when: recall sags in the middle of very long inputs. ✅ Reach for it when: the corpus is small, stable, and needed on every call. 🔵 RAG — fetch only what matters Cost: ~4k tokens per call. 10M chunks in, top 8 out. Wait: one extra retrieval hop. 💥 Breaks when: retrieval misses. If it doesn't fetch it, the model cannot know it — and it will answer anyway. ✅ Reach for it when: the corpus is large, or it changes every day. 🟢 MEMORY — remember the person Cost: ~300 tokens per call. Wait: one key lookup. 💥 Breaks when: yesterday's fact is still true as far as it knows. ✅ Reach for it when: the fact is about this person, across sessions. 👀 The one nobody says: memory is the only one of the three that writes back. RAG reads an index someone else built. Long context reads what you pasted. Memory takes the answer and updates the store — that loop is the entire difference, and it's also why memory rots and the other two don't. 🎯 The rule: pick by what changes. Never → long context. Often → RAG. Per person → memory. 🤖 A support bot runs all three at once: their plan (memory) + today's policy (RAG) + this ticket thread (long context). 📸 Screenshot the comparison. Save it before your next architecture argument. Follow @hackproduct — we turn scary AI-engineering concepts into things you can ship. ⚡ . . #RAG #AIengineering #LLM #longcontext #vectordatabase

About