従来のAIエージェントはツールの実行が終わるまで待機するため、長時間のタスク中はユーザーの新たな指示を受け付けられない。非同期ツール呼び出しでは、start()がジョブハンドルを即座に返し、status()で進捗を確認、stop()でキャンセルできる。処理結果は完了イベントとして後から会話に届き、エージェントは次のターンでそれを読み取る。この全二重の設計はDeepSeek Harnessチームが提唱したもので、待機役がモデルからランタイムへ移る点が大きな違いである。
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Bad user experience rarely produces visible errors, yet it causes visitors to hesitate and leave, costing sign-ups, sales, and leads. The article lists ten common conversion killers, including slow page loads, vague call-to-action buttons, overly long forms, hidden checkout costs, and weak mobile design. Research cited in the piece suggests more than half of mobile users abandon pages that take over three seconds to load, and cart abandonment averages around 70%. Many of the proposed fixes are simple, such as writing action-oriented button text, offering guest checkout, and displaying total costs early. The author recommends testing sites on real phones to identify friction that analytics alone cannot explain.
Google announced a US$15 billion investment plan for Malaysia covering 2027 and 2028 on November 4. The Elmina Business Park campus in Selangor is already operational, while further campuses in Selangor and Negeri Sembilan are still planned. Its Google Cloud region in Malaysia has not yet launched and is listed as upcoming. The article notes that a physical campus does not by itself confirm which enterprise cloud services customers can deploy locally, so buyers should verify service availability separately. It also highlights that the planned 1 GW of clean energy capacity is not yet operating and that water cooling was chosen after local watershed assessments.
A short guide explains that people can create a matching set of chat stickers with an AI image tool without drawing skills. The advice is to choose one simple character and one consistent style, such as flat cartoon with thick outlines, and reuse a single base prompt while changing only the expression or pose. It recommends plain light backgrounds, transparent PNG background removal with checks for edge artifacts, and clear, consistently sized, consistently named files. The article also notes that each chat app has its own size and format rules, and that creators should only use characters they have the right to adapt.
A translation key is just a string that points to a JSON entry, so nothing by default confirms it exists in every locale. The author describes how a missing key can leave users seeing raw key names, or silently fall back to English without anyone noticing. A jq-based diff script can compare key paths between locale files, though it needs to run per namespace and per locale and cannot reliably detect unused keys. For day-to-day work, the author built I18n Support Plus, an open-source MIT plugin for JetBrains IDEs that flags keys by locale coverage and shows values inline. The article is written by the plugin's maintainer, which the author notes openly.
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