今日十條 · 2026 年 10 月 30 日入口與紀錄同日被重新定義：代理被裝進辦公底座與 ERP，卻被查出無法留下可核對的足跡

我們認為代理市場正由選模型轉為選底座。底座一旦成為工作入口，員工的動作與判斷痕跡都沉澱於此，日後更換成本極高；選型應按三至五年的組織記憶布局，而非按季度排名。We see the agent market shifting from picking models to picking a base. Once that base becomes the entry point for work, actions and judgement trails accumulate inside it and switching becomes expensive; choose for three to five years of organisational memory, not a quarterly ranking.

我們認為工作台化會令誰批核變得模糊。當代理自行組裝跨系統動作，出事時須能回答哪一步由人簽、簽署者在何時看到什麼；這屬流程設計問題，不是模型問題。We expect workspace entry points to blur who approved what. When an agent assembles actions across systems, the firm must still show which step a person signed and what they saw; that is process design, not model capability.

我們認為可觀測性會與成本、權限並列為代理採購的三大門檻。過去問模型準不準，現在要問紀錄全不全；缺識別碼即缺審計底稿，出事時無法舉證，風險由使用方承擔。We expect observability to rank with cost and permissions as a procurement gate. Buyers asked how accurate a model was; now they must ask whether logs are complete. Missing identifiers mean missing audit evidence, and the risk sits with the deployer.

我們認為下一輪算力帳單的爭議不在 GPU 單價，而在利用率。只按顯卡數量編預算會低估 CPU 與網絡配套，最終每單位產出成本反而上升，須以完整工作流計價。We expect the next argument over compute bills to concern utilisation, not GPU prices. Budgeting by accelerator count understates CPU and networking cost and raises the cost per unit of output; track cost per completed workflow.

我們認為以併網換條件會成為算力基建的通用模板。企業選址時，電力、水資源與社區承諾將與租金同級；提早備妥這三份材料的營運商，會取得時間上的先手。We expect grid-for-conditions bargains to become a template for compute infrastructure. Site selection will weigh power, water and community pledges alongside rent, and operators who prepare those files early gain a timing advantage.

我們認為這種分層補貼值得中小企市場參照。多數失敗並非模型不準，而是工序從未被記錄成可訓練的數據；先補記錄、後補模型，比一次採購整套方案更省錢。We think tiered subsidies are worth copying in SME markets. Most failures come not from inaccurate models but from processes never recorded as trainable data; recording first and modelling second costs less than buying a full stack.

我們認為薪酬倒掛反映稀缺性，不是長期均衡。只以加薪搶人的企業會敗給能自行培養編排能力的機構；真正門檻是能否把內部流程寫成可交接規格，屬管理能力而非技術能力。We read the pay inversion as scarcity, not a new equilibrium. Firms that only bid up salaries lose to those growing orchestration skills internally; the real constraint is writing processes into handover-ready specifications, a management skill.

我們認為誰審誰負責將取代誰寫誰負責。當四成代碼由代理起稿，評審者就是最後防線；若審查仍按舊有人手配置，事故率上升只是時間問題。We expect accountability to move from who writes to who reviews. With four in ten changes agent-drafted, the reviewer is the last line of defence; unchanged review staffing makes a rising incident rate a matter of time.

我們認為醫療代理的分水嶺不在模型分數，而在出事後能否還原判斷。醫生須能覆核建議所依據的指引與文獻，並在病歷留下痕跡；缺此設計，任何試行都不會獲准進入常規診療。We see the dividing line for medical agents not in benchmark scores but in reconstructing a decision afterwards. Clinicians must check the guidelines and literature behind a suggestion and leave a trace in the record; without it, no pilot reaches routine care.

我們認為備份策略正由「全部上雲」回到分層。企業真正缺的不是容量，而是知道哪些資料必須離線留存、留多久；這一判斷若只由資訊部門決定，往往與法務與審計要求脫節。We see backup strategy returning from all-cloud to tiering. The shortage is not capacity but a decision on what must be kept offline and for how long; left to IT alone, that decision often drifts from legal and audit requirements.