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@da_ad69: اللهم احفظلي روحاً احببتها اڪثر من روحي❤#اخر_اشي_نسختو💭🥀 #شعراء_وذواقين_الشعر_الشعبي #ستوريات #تصاميم #حزين

المصمم امير 🔹
المصمم امير 🔹
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Region: IQ
Wednesday 17 June 2026 15:11:44 GMT
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Comments

ayhaboyu23u
قطري؟💞 :
،
2026-08-06 05:22:55
0
user21582631824686
ُساسوغي :
هسه احنه البزازين او القطط
2026-08-14 20:29:29
0
hafjdjvx1
نفس M :
لا يوجد
2026-07-07 05:36:23
0
user.thkr
ف⃪ـۦ⃪ـۦ⃪ـلا⃪ن⊰𝟏͢𝟐:𝟎َ͢𝟎🗞️ :
امين يارب العالمين احفظلي زهورتي
2026-07-02 13:05:04
0
gg.home.in
🦋 _𝘼𝙇𝙐𝙎𝙃 || علوش 🦋✨ :
ما عندي حبيبه وهيج ادزلج ياريت لو عندي
2026-07-21 19:27:03
0
user3524986526216
وٌصّـيِّةّ أّلَرسِـوٌلَ :
2026-07-08 06:18:05
0
ieofe1
Ieofe :
امي 🤍
2026-07-24 23:30:07
0
llliiiqwe
زهراء :
امين
2026-06-18 07:47:54
0
user711707291
Abd Ljalil :
امين يارب العالمين ان شاء الله ترجع برك 🤲🤲🤲
2026-06-17 20:13:34
1
user5286690315805
شهد البياتي 🇩🇪 :
اي والله
2026-06-18 06:47:15
1
rl_.x3
. :
شنو اسم الموسيقى
2026-06-21 10:32:14
0
user6976109810556
م :
امين
2026-06-17 17:16:00
3
199a_w
•√ميمي√ • :
امين يارب العالمين 🤲
2026-07-01 17:39:27
0
mkwk2233
❤️ࢪﯡඋ متـ؏ـبه❤️ :
اللهم امين يارب العالمين 🤲💔
2026-06-30 21:41:10
1
rmrmrmrmmrmrrm
⇣فراشـᬼ❥᭄᭄❥ᬼـه⇣ :
اللهم آمين
2026-07-01 20:25:17
2
user21582631824686
ُساسوغي :
هسه احنه البزازين ( قطط )
2026-08-14 20:29:54
0
islemboughelm
Islem Boughelm :
amin yarab💖💖💖💖
2026-08-12 22:54:25
1
.n80566
قطر الندى 💔❤️‍🔥 :
امين 💔
2026-06-18 18:28:42
0
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Olise, what a star ⭐ #EquipeDeFrance #olise #edit #sportsTikTok #france
Olise, what a star ⭐ #EquipeDeFrance #olise #edit #sportsTikTok #france
Most engineers are still optimizing the prompt. That's open-loop control — and open-loop means nothing is watching the output. Wrong question:
Most engineers are still optimizing the prompt. That's open-loop control — and open-loop means nothing is watching the output. Wrong question: "what's the best prompt for this?" Real question: "what checks the result before I do?" ⬅️ Prompt engineering. y = f(x). Memoryless. You write a prompt, you get a response, and then… nothing. No verifier. No state. Whatever broke stays broken for the whole run, and the next attempt starts from zero — it learned nothing from the last one. You are the feedback loop. That's the entire problem. ➡️ Loop engineering. You stop tuning the string and design a system. GOAL — the objective, written as a spec. PLAN — decompose it. ACT — tool use, actual side effects. VERIFY — a critic checks the result against the spec. Fails? It routes straight back to PLAN and tries again. Passes? It halts. That halt is a fixed point, not a vibe. 👀 The part nobody separates: a better prompt raises your average output. A loop raises your worst one. Open-loop quality is a distribution you're gambling on every call. Closed-loop quality has a floor, because nothing exits until it clears the spec. That floor is the only thing that survives contact with production. The rule: stop optimizing the prompt, start closing the loop. This is why the same model feels brilliant in a demo and unusable in prod. The demo was one lucky sample from an open loop. Nobody built the verifier. Send this to whoever keeps rewriting the system prompt hoping it sticks. 📸 Screenshot the last frame — open loop and closed loop, side by side. Save it before you build your next agent. Follow @hackproduct — scary AI concepts, made shippable. ⚡ . . #promptengineering #AIagents #agenticAI #AIengineering #softwareengineering
Why does it feel like everything is getting recalled?
Why does it feel like everything is getting recalled?
#xuhuongtiktok #trend
#xuhuongtiktok #trend
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