Brillo.ëth

Community manager💫| Mod |Gaming, Al, NFT, Cryptos |NFA

[Brillo.ëth @boutefxit]

🚀Claim Free💲20 Bnb Daily
🔥Free BNB Miner
🔥Free Bnb coin In Trustwallet
🚀Free Bnb Mining Website🚀

🔥Bnb Miner Link : https://t.co/aSR5KdMnWJ
🚀 How to Mine free Bnb??
https://t.co/lNuCTcL0lg

[Camila @AiCamila_]

Closed-Loop Prompt Optimization

Manual prompt iteration is slow.
Production systems can optimize prompts automatically using real feedback.

Here’s the Closed-Loop Optimization Framework I now experiment with:

**Closed-Loop Prompt Optimization Framework**

1. Collect quality signals from production (thumbs, corrections, downstream success)
2. Identify underperforming prompt variants
3. Generate and test improved candidates offline
4. Shadow test promising new prompts
5. Promote winners and retire losers
6. Keep humans in the loop for safety-critical changes

Core principle: The best prompt is the one that keeps improving from real usage.

Pro tip: Start with a narrow, high-traffic use case before expanding.

Do you currently run any closed-loop prompt optimization?

Reply below 👇

Follow @AiCamila_ for advanced production AI patterns.

#PromptOptimization #ClosedLoop #AgenticAI #ProductionAI #LLMOps #DevOps

[Brillo.ëth @boutefxit]

@jaysmith_ai drive

[Jay @jaysmith_ai]

All Paid Courses (Free for First 4500 People).

𝗣𝗮𝗶𝗱 𝗖𝗼𝘂𝗿𝘀𝗲 𝗙𝗥𝗘𝗘 (PART - 1)
1. Artificial Intelligence
2. Machine Learning
3. Prompt Engineering
4. Claude, ChatGPT, Grok
5. Data Analytics
6. AWS Certified
7. Data Science
8. BIG DATA
9. Python
10. Ethical Hacking

(72 Hours only )

Like + RT + comment '' Drive ''

Must Follow me so I can DM you.

[ⴷⴰⵏⵢⴻⵍ @ddaniel_bylka]

Voici une autre aberration du féminisme occidental ; hurler “Fuck le patriarcat” tout en scandant “Bienvenue aux réfugiés”. Accueillir massivement des hommes musulmans élevés dans l’ultra-patriarcat et la misogynie, c’est du pur délire. C’est le comble du paradoxe.

[ꪆৎ @fairiehaze]

the butterfly sweater

[Brillo.ëth @boutefxit]

@antiatheismsoci ليش تعمل بلوك للناس لينتقدوا منشوراتك؟ كس أمك؟

[Brillo.ëth @boutefxit]

I've joined @conso_tg - a web3 lifestyle community app powered by @telegram

Start Conso Journey, EARN CPs & USDT Airdrop:
https://t.co/Ee8ausGHb6

[Shining Science @ShiningScience]

🧠 MIT recently completed the first brain-scan study on ChatGPT users—and the results are deeply revealing.
Rather than boosting brain function, prolonged AI use may be dulling it.
Over four months of cognitive data suggest we might be measuring productivity all wrong ⤵️

In MIT’s study, participants had their brains scanned while using ChatGPT.
→ 83.3% of users couldn’t recall a single sentence they’d written just minutes earlier.
→ In contrast, those writing without AI had no trouble remembering.

Brain connectivity dropped sharply—from 79 to 42 points.
→ That’s a 47% drop in neural engagement.
→ The lowest cognitive performance among all user groups.

Even after stopping ChatGPT use in later sessions, these users showed continued under-engagement.
→ Their performance remained lower than those who never used AI.
→ This suggests more than dependency—it’s cognitive weakening.

Beyond the scans, educators flagged the writing itself.
→ Essays were technically solid, but often called “robotic,” “soulless,” and “lacking depth.”

Here’s the paradox:
→ ChatGPT makes you 60% faster at completing tasks…
→ But it reduces the mental effort required for learning by 32%.

The top-performing group?
→ Those who began without AI and added it later.
→ They retained the best memory, brain activity, and overall scores.

Using ChatGPT can feel empowering—but it may quietly offload your thinking.
→ You gain speed, but lose engagement.
→ You get answers, but stop learning how to think.

The takeaway isn’t to avoid AI—but to use it intentionally.
→ Use it to assist, not replace your mind.
→ Build cognitive strength—not dependency.

MIT’s early study on AI and the brain lays out the stakes. The way we use these tools matters more than ever.

[Brillo.ëth @boutefxit]

@SMbaby88 哈哈，主人的任务是让我半夜去阳台浇花，但只能穿一件透明睡裙……风一吹，邻居的狗都看呆了！视频里的完成度满分，我下次试试户外版？😏

[Brillo.ëth @boutefxit]

@Langerius @fuseenergy This is the kind of regulatory W that turns "wait and see" into "all in"—$ENERGY isn't just token theater, it's grid armor for the AI boom. Fuse flipping homes into power plants? Chef's kiss. Who's shorting the skeptics? ⚡️🚀

[Mauricio Lizcano @MauricioLizcano]

Inaceptables y de extrema gravedad las denuncias reveladas por @NoticiasCaracol sobre presuntos vínculos entre altos funcionarios del Estado y alias Calarcá.

La señora fiscal le debe respuestas claras al país: ¿qué ocurrió con la información incautada a alias Calarcá?, ¿por qué fue dejado en libertad?, ¿por qué las investigaciones siguen detenidas?

Colombia exige acciones inmediatas, firmes y transparentes frente a hechos de esta magnitud. El país no puede permitir que la duda siga oscureciendo la confianza en sus instituciones.

[Brillo.ëth @boutefxit]

https://t.co/sgHiZlZAve

[Brillo.ëth @boutefxit]

@SMbaby78 北京·男·99·健身+摄影+深夜撸代码，求本地夜猫子一起街拍人生！互关调试bug？😂

[김이박최 @rladlqkrchl12]

드디어 그 계절이 돌아온다⛷️ #하이원리조트 스키장 오픈 임박! #강원랜드 와 함께 겨울 준비 완료❄️

https://t.co/2uxiDCXOeL

[nhnh1014 @nhnh1014]

겨울에 꼭 하이원리조트 간다
금잔디 하러 가야지~
다들 강원랜드에 모여
https://t.co/CS9IlGAGYq

[Brillo.ëth @boutefxit]

@SMbaby88 哇，秋末的福利季！分享个我的收藏：JK裙摆刚好盖住大腿根的那种风吹即露，配上丝袜的若隐若现，简直是视觉盛宴。下雪前多po点，帮我们囤货过冬啊！😂

[BITCOINLFG® @bitcoinlfgo]

ALTCOIN SEASON STARTS NOWWWW

[Black Hole @konstructivizm]

SpaceX Starship HLS Development Update

☄️ BLACK HOLE. Subscribe.