. We'll translate each paragraph.
We'll also need to generate a meta description in Malay, 150-160 characters. We can summarize the article.
Let's do the translation.
Title: "Coinbase Bug Bounty Flooded by AI-Generated Reports, Only 4% Valid" -> "Laporan Dijana AI Banjiri Program Bug Bounty Coinbase, Hanya 4% Sah" or something. But we need to keep the meaning. "Bug bounty" is often kept as is, but we can translate as "ganjaran pepijat" but it's common to use "bug bounty" in Malay tech context. We'll use "Bug Bounty" as is. So: "Bug Bounty Coinbase Banjiri Laporan Dijana AI, Hanya 4% Sah" but that's not exactly. Better: "Bug Bounty Coinbase Dibanjiri Laporan AI, Hanya 4% Sah" or "Laporan AI Banjiri Bug Bounty Coinbase, Hanya 4% Sah". We'll go with: "Bug Bounty Coinbase Dibanjiri Laporan Dijana AI, Hanya 4% Sah" but that's a bit long. Maybe: "Laporan AI Banjiri Bug Bounty Coinbase, Hanya 4% Sah" is concise.
We'll use that.
Now content: We'll translate each paragraph.
Original: "Coinbase's bug bounty program is on track to triple its submission volume this year, driven largely by AI-generated reports. But the surge comes with a catch: only 4% of the reports filed in the first half of the year through HackerOne were valid, paid bugs. That leaves human reviewers with a growing pile of low-value submissions to sift through."
Translation: "Program bug bounty Coinbase dijangka meningkat tiga kali ganda jumlah penghantaran tahun ini, didorong sebahagian besarnya oleh laporan yang dijana AI. Tetapi lonjakan ini datang dengan cabaran: hanya 4% daripada laporan yang difailkan pada separuh pertama tahun melalui HackerOne adalah pepijat sah yang dibayar. Ini menyebabkan penyemak manusia berdepan dengan timbunan laporan bernilai rendah yang semakin bertambah untuk diteliti."
We need to be careful with terms: "bug bounty" often kept, "AI" kept, "HackerOne" kept. "pepijat" is Malay for bug, but we can also use "bug" as is. We'll use "bug" for simplicity, but "pepijat" is fine. We'll use "bug" in parentheses? Actually, in tech context, "bug" is commonly used. We'll use "bug" throughout.
Let's translate the rest.
The AI Flood
->
Banjir AI
or "Limpahan AI"? We'll use "Banjir AI".
Paragraph: "The volume of reports hitting Coinbase's bug bounty queue is growing at a pace that's hard to ignore. According to the company's own data, submissions are on track to triple compared to the previous year. The culprit? A wave of AI-generated reports that are flooding the system."
Translation: "Jumlah laporan yang masuk ke barisan bug bounty Coinbase semakin meningkat pada kadar yang sukar diabaikan. Menurut data syarikat itu sendiri, penghantaran dijangka meningkat tiga kali ganda berbanding tahun sebelumnya. Puncanya? Gelombang laporan yang dijana AI yang membanjiri sistem."
The 4% Reality
->
Realiti 4%
Paragraph: "Here's the stark number: only 4% of the reports submitted through HackerOne in the first half of the year turned out to be valid, paid bugs. That means 96% of the submissions were either duplicates, false positives, or simply not security issues at all."
Translation: "Inilah angka yang ketara: hanya 4% daripada laporan yang dihantar melalui HackerOne pada separuh pertama tahun ternyata sah dan dibayar. Ini bermakna 96% daripada penghantaran adalah sama ada pendua, positif palsu, atau bukan isu keselamatan langsung."
Human Reviewers in the Middle
->
Penyemak Manusia di Tengah-tengah
Paragraph: "The challenge isn't just about volume. It's about separating credible threats from a growing wave of low-value reports. Human reviewers have to look at each submission, assess its validity, and decide whether it's worth escalating. With AI-generated reports flooding in, that job becomes a game of whack-a-mole."
Translation: "Cabaran bukan sahaja mengenai jumlah. Ia mengenai memisahkan ancaman yang boleh dipercayai daripada gelombang laporan bernilai rendah yang semakin meningkat. Penyemak manusia perlu melihat setiap penghantaran, menilai kesahihannya, dan memutuskan sama ada ia wajar dinaikkan taraf. Dengan laporan yang dijana AI membanjiri, tugas itu menjadi permainan whack-a-mole."
We might keep "whack-a-mole" as is, or translate as "permainan memukul tikus" but it's idiomatic. We'll keep it.
Next paragraph: "It's a problem that's not unique to Coinbase, but the company is feeling it acutely. The bug bounty program is a critical part of its security strategy, and if the noise drowns out the signal, real vulnerabilities could slip through the cracks."
Translation: "Ini adalah masalah yang bukan unik kepada Coinbase, tetapi syarikat itu merasainya dengan mendalam. Program bug bounty adalah bahagian penting dalam strategi keselamatannya, dan jika bunyi bising menenggelamkan isyarat, kelemahan sebenar mungkin terlepas."
Next: "For now, the burden falls on the reviewers. They're the ones who have to wade through the AI-generated chaff to find the few genuine bugs that deserve a payout. It's a tedious, time-consuming process, and it's only going to get more challenging as the volume continues to climb."
Translation: "Buat masa ini, beban jatuh kepada penyemak. Merekalah yang perlu meneliti laporan AI yang tidak berguna untuk mencari beberapa bug sebenar yang layak mendapat bayaran. Proses ini memakan masa dan membosankan, dan ia akan menjadi lebih mencabar apabila jumlah terus meningkat."
Last paragraph: "What remains unclear is how Coinbase will adapt its review process to keep pace with the surge. The company hasn't said whether it plans to invest in automated triage tools or change its reward structure to discourage low-quality submissions. For now, the human reviewers are on the front lines, and the flood shows no signs of receding."
Translation: "Yang masih tidak jelas ialah bagaimana Coinbase akan menyesuaikan proses semakannya untuk mengikuti lonjakan itu. Syarikat itu belum menyatakan sama ada ia merancang untuk melabur dalam alat saringan automatik atau mengubah struktur ganjarannya untuk menghalang penghantaran berkualiti rendah. Buat masa ini, penyemak manusia berada di barisan hadapan, dan banjir itu tidak menunjukkan tanda-tanda surut."
Now we need to generate a meta description in Malay, 150-160 characters. We can summarize: "Program bug bounty Coinbase dijangka tiga kali ganda jumlah laporan, tetapi hanya 4% sah. AI membanjiri sistem, menyukarkan penyemak manusia." Let's count characters: "Program bug bounty Coinbase dijangka tiga kali ganda jumlah laporan, tetapi hanya 4% sah. AI membanjiri sistem, menyukarkan penyemak manusia." That's about 130 characters. We need 150-160. We'll expand: "Program bug bounty Coinbase dijangka tiga kali ganda jumlah laporan pada tahun ini, tetapi hanya 4% sah yang sah. Laporan dijana AI membanjiri sistem, menyukarkan penyemak manusia untuk memproses." Let's count: "Program bug bounty Coinbase dijangka tiga kali ganda jumlah laporan pada tahun ini, tetapi hanya 4% sah yang sah. Laporan dijana AI membanjiri sistem, menyukarkan penyemak manusia untuk memproses." That's about 160
