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@drtaaa2006: #isiancs #elitecees🥴🤙 #garenafreefire

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Saturday 10 October 2026 09:14:24 GMT
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Cùng xem lại kỳ nghỉ Hè quậy
Cùng xem lại kỳ nghỉ Hè quậy "đục nước" và chốt sổ đủ 5 mộc nhận quà cưng xỉu! Đi Nova, không cần đi xa! 💦🎪 (Phần 2) #NovaWorldPhanThiet #KyNghiHe #DiNovaKhongCanDiXa
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#فكك#محاضرات_طويله#ستوريات_دلع🌹 #الله_يعيبن#اللهم_وفقني_في_دراستي #اللهم_صلي_على_نبينا_محمد #الحمدلله_دائماً_وابدا
#فكك#محاضرات_طويله#ستوريات_دلع🌹 #الله_يعيبن#اللهم_وفقني_في_دراستي #اللهم_صلي_على_نبينا_محمد #الحمدلله_دائماً_وابدا
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
Keadaan Bali saat ini😌#pertamax #pertamina #warungmadura24jam #fyppppppppppppppppppppppp
Keadaan Bali saat ini😌#pertamax #pertamina #warungmadura24jam #fyppppppppppppppppppppppp
#parati #fyp
#parati #fyp

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