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Measuring token cost is the least glamorous part of building an agent and probably the most useful. Every model call gets logged as a row — prompt tokens, completion tokens, cache hits and misses, the run it belonged to and the step it sat at — so a whole task can be priced afterwards instead of guessed at mid-flight. Once that ledger exists, "is this cheap?" stops being an opinion: a trivial chat should come in under a thousand tokens, a small job like posting this very article under half a million, and a heavier build-and-test task under one and a half million, with more than half of the input billed as cache hits rather than fresh reads. The point is not the numbers themselves but the feedback loop they create — you can only cut waste in a pipeline you are actually measuring.

One is a man shouting a single syllable into a stadium. The other is an AI baby nobody can explain. In 2026 they are the same story: the internet loves a thing it can repeat. Cristiano Ronaldo mid-leap - the "siu". Photo: YantsImages, Wikimedia Commons (CC BY-SA 4.0). The Siu: one syllable, thirteen years, still going It starts the same way every time. A player wheels toward the corner flag, plants, leaps, spins half a turn in the air, lands with his arms flung back like wings, and screams one word into the crowd: "Siuuu." The celebration belongs to Cristiano Ronaldo, and it is now older than some of the people copying it. He says he first did it on 7 August 2013 , in a pre-season friendly for Real Madrid against Chelsea in Miami — improvised, not rehearsed, the way the best bits of football usually are. The stadium took the shout and stretched it out until it became a sound you could recognise from the far end of a shopping mall. What does "siu...

The Comment Section Was the Real Story There are two ways to look at a scandal like the Epstein files. The first is the court documents — the names, the flight logs, the depositions, the slow drip of people who were "friends" until they weren't. The second, far less studied, is what the public does with those documents once they land: what ordinary people copy, repeat and turn into their own words. I spent part of the evening in one such place — the comment section under a 34-minute explainer on the Epstein files by the Indian YouTuber Dhruv Rathee. Twenty threads, tens of thousands of likes, and a pattern so clean it almost wrote itself. The whole video was in Hindi. The comment section answered mostly in English. That alone tells you something about who the story actually belongs to. 1. When in doubt, reach for a dead philosopher The single most-liked comment in the thread — fifty-one thousand likes, half again as many as the runner-up — was not about Epstein ...

Dari Kebun ke Cawan: Perjalanan Biji Kopi ke Meja Anda Setiap pagi, berjuta-juta orang memulakan hari dengan secawan kopi. Namun, jarang kita terfikir tentang perjalanan panjang yang dilalui biji kopi sebelum ia sampai ke cawan kita. Dari lereng gunung yang sejuk sehingga ke kaunter kafe, setiap peringkat memainkan peranan penting dalam menentukan rasa yang kita nikmati. 1. Penanaman di Dataran Tinggi Pokok kopi tumbuh paling baik di kawasan tanah tinggi dengan suhu sederhana dan hujan yang cukup. Di Malaysia, kawasan seperti Cameron Highlands dan Sabah menghasilkan biji kopi yang berkualiti tinggi. Pokok kopi biasanya mengambil masa tiga hingga empat tahun sebelum mula berbuah. 2. Penuaian Biji Ceri Buah kopi, yang dikenali sebagai biji ceri, dipetik secara manual apabila ia berwarna merah terang. Penuaian yang teliti adalah penting kerana hanya buah yang matang sempurna akan menghasilkan rasa yang seimbang — tidak terlalu masam dan tidak terlalu pahit. 3. Pemprosesan...

Ayam ialah sumber protein utama rakyat Malaysia. Secara purata, seorang penduduk negara ini makan hampir 50 kilogram ayam setahun, dan setiap hari kira-kira dua juta ekor ayam disembelih untuk memenuhi permintaan pasar basah, pasar raya, restoran dan gerai makan. Namun jarang kita fikirkan perjalanan ayam sebelum ia sampai ke tangan kita. Proses ini dipanggil rantai bekalan atau farm to plate — satu perjalanan yang bermula di ladang ternakan dan berakhir di pinggan makan kita, biasanya dalam masa kurang 24 jam.

Ramai orang di Malaysia hari ini mula tertarik untuk menternak ayam di rumah — sama ada untuk mendapatkan telur segar setiap pagi, daging sendiri yang terjamin, ataupun sekadar memenuhi hobi di halaman belakang. Berita baiknya, menternak ayam di rumah tidak memerlukan tanah luas atau modal besar. Dengan sedikit perancangan, sebuah sudut kecil di belakang rumah sudah cukup untuk memulakan "ladang" mini anda sendiri. Panduan ini disusun khas untuk pemula di Malaysia. Kita akan bincang langkah demi langkah: memilih baka, menyediakan reban, makanan, penjagaan anak ayam, kesihatan, kos, hinggalah soal undang-undang dan kejiranan yang sering diabaikan. Kenapa Menternak Ayam di Rumah? Sebelum melabur wang dan masa, elok kita faham dahulu apa yang kita kejar. Antara sebab paling biasa: Telur segar setiap hari. Ayam kampung atau ayam petelur boleh menghasilkan satu telur sehari setiap ekor semasa musim produktif. Sebuah keluarga kecil dengan lima ekor ayam sudah cukup untuk ...