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 加強兩黨遊說團隊,AI 基建成為政策焦點Axios · 15hMeta 正招募華府政界人士,擴大同民主、共和兩黨嘅聯繫。議員同公司高層討論 AI 策略、資料中心投資同基建效益。AI 基建開支正成為選舉及監管政策嘅跨黨派議題。

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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