Data Brief Sunday

11 月 1 日

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Review EP.12《大掃除次序》 Notion 排程顯示今日 20:30 HKT 待發佈;核對文案同封面再決定。

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  1. Meta 擴大華府遊說團隊,AI 資料中心成美國中期選舉議題Axios · 約 20 小時AI 資料中心成為 2026 年美國中期選舉前嘅政治爭議焦點。反對建設嘅聲音升溫,能源、用水同地方影響都受關注。科技企業正加強同兩黨接觸,爭取 AI 基建投資空間。

Agent craft

可直接借用嘅 agent 做法
@poteto原帖

少而精嘅 bot team,同步寫好 skills

適用時機開新 bot、整理 bot 分工或 onboard 新任務時。

Keep a small, high-quality bot team. Turn repeated owner instructions into maintained skills, connect existing tools, and replace copy-paste…

展開完整 routine
Keep a small, high-quality bot team. Turn repeated owner instructions into maintained skills, connect existing tools, and replace copy-paste handoffs with routines. For voice notes, ask the bot to restate the request before acting.
@poteto原帖

用有預算嘅 routines,少跑 token loops

適用時機設計定時巡查、訂閱觸發或重複工作流程時。

Schedule recurring checks no more often than needed (usually hourly or slower); filter subscription events before triggering. Move repeatable…

展開完整 routine
Schedule recurring checks no more often than needed (usually hourly or slower); filter subscription events before triggering. Move repeatable steps into scripts or skills so the bot does not spend tokens redoing routine work.
@swyx原帖

低 effort 起跑,加 critique/babysit loop

適用時機吞吐量受限,或長任務容易偏離目標時。

Start long runs at a lower effort setting and add a periodic critique loop: check progress against the goal, catch drift, and raise effort only…

展開完整 routine
Start long runs at a lower effort setting and add a periodic critique loop: check progress against the goal, catch drift, and raise effort only when stuck. Avoid max-thinking cost on every turn.
@yoheinakajima原帖

先用低風險 lane 校準信任

適用時機擴大核心 bot 權限前,要實測信任邊界時。

Use a low-risk lane outside core production to test agents more freely. Record repeatable successes and failures, then promote only proven…

展開完整 routine
Use a low-risk lane outside core production to test agents more freely. Record repeatable successes and failures, then promote only proven patterns and permissions into work agents.
@mattshumer_原帖

先用平台 runtime,打磨 skills 同 prompts

適用時機準備自製 harness 或堆 middleware 時。

Prefer the platform harness and clear behavior skills first. Add custom harness layers only after a measured failure shows the default runtime…

展開完整 routine
Prefer the platform harness and clear behavior skills first. Add custom harness layers only after a measured failure shows the default runtime cannot do the job.

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