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@nataliaevelynsant: #foryou #fy #fypage #viral #reels
Natalia Evelyn Santo
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Region: BR
Saturday 04 April 2026 18:33:28 GMT
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adelmafvasconcelos :
🥰🥰🥰🥰
2026-04-04 18:59:51
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Jose Sousa :
🥰🥰🥰
2026-04-04 18:49:17
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Roberto Miranda :
🍀👏🙏
2026-04-06 13:53:05
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man who doesn't give a f*ck anymore was once a man who cared too much الرجل الذي لم يعد يبالي بشيء كان في يوم من الأيام رجلاً يهتم كثيراً#foryou #fyp #viral #michaelcorleone #حالات_واتس
Everyone can explain what an LLM is. Almost nobody can explain what happens in the 400ms after you hit enter. Wrong question: "which model is best?" Right question: "where does the time and the money actually go?" 12 concepts, one line each 👇 🟢 WHAT IT HOLDS 01 Tokenization — text becomes IDs; "strawberry" is 3 tokens, not 10 letters 02 Context window — how much it sees at once; when full, the oldest falls out 03 KV cache — it stops recomputing the past, so memory grows with the chat 🔵 HOW IT SERVES 04 Batching — many requests in one pass; a slot frees, the next joins 05 Streaming — tokens ship as they're made, so TTFT is what users feel 06 Speculative decoding — a small model drafts ahead, the big one verifies 🟡 HOW IT PICKS 07 Temperature — flatten or sharpen the odds before choosing 08 Top-p — keep the smallest set of tokens that reaches p 09 Top-k — keep a fixed count, whatever the odds look like 🟣 WHAT IT COSTS 10 Quantization — FP16 → INT8 → INT4; 16GB becomes 4GB 11 Latency — TTFT is the wait, tokens/sec is the flow 12 Cost — you pay both directions, and output runs ~5x input 👀 Watch cards 07-09. Same nine-bar distribution, three times. Top-p adapts to its shape — a confident prediction keeps 2 tokens, an uncertain one keeps 8. Top-k keeps the same count either way. That's the whole answer to "top-p or top-k", and why p is the safer default. And card 06 isn't a trick: speculative decoding provably returns the exact same output distribution as the big model alone. 1.5-2.5x faster, zero quality cost. The rule: latency and bill are decisions, not properties of the model you chose. Most teams tune the prompt for weeks and never touch batching, caching or quantization. Send this to whoever owns the inference bill. 📸 Screenshot it — 12 concepts, one card. Follow @hackproduct — scary AI concepts, made shippable. ⚡ . . #LLM #AIengineering #inference #MLops #GenAI
ضل بالي بغيابك #ناصريه #ماكس #درجات_نارية #fppppppppppppppppppp #fyp
Antara Keluarga, Sahabat, Dan Takdir Yang Gatau Gimana Akhirnya 🥲😭#filmpaketsantet #paketsantet #dikiriminpaketsantet #yasaminjasem #fikinaki #fadlyfaisal #filmhoror #fakesituation⚠️ #fakebodyy⚠️
Replying to @GenX Daily Finds Blooms clear protein has 20 g protein and whey collagen, digestive enzymes & electrolytes & only 90 cal The strawberry watermelon tastes so good 🍓🍉💅✨ #bloomnutrition #glp1journey #TikTokshopbacktoschool #clearprotein #tiktokshopcreatorpicks @Bloom Nutrition
Bagaimana jika paket yang baru saja tiba di depan rumahmu ternyata bukan berisi pesanan, melainkan santet yang mematikan? Deva, Bella, Ale, Celia, Firza, Kiki dan Glen adalah sekelompok mahasiswa yang hidupnya berubah setelah menerima paket misterius tanpa nama pengirim. Bukan sekadar kiriman biasa, paket tersebut menjadi awal dari teror santet yang mengincar mereka satu per satu. Kini mereka harus menemukan siapa pengirimnya, sebelum paket diterima dan jadi korban selanjutnya. akan tiba di bioskop seluruh Indonesia mulai 27 Agustus 2026 #paketsantet #filmpaketsantet #dikiriminpaketsantet #filmhoror #filmhororindonesia #masukberanda #fyppp #film #viral #fyp #filmedit #clip #kurirpaket
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