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脈報

PublishesDailyEpisodes570Founded5 months ago
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Technology

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Artwork for 脈報

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Cursor 實測:同一個任務、同樣通過全部測試,帳單從 10,565 美元掉到 1,339 美元。省錢的關鍵是讓貴模型只負責規劃,把執行交給便宜模型,指令一旦明確照做就行。

⭐ 文章深度讀:五種失效模式的完整修法、舊版崩壞的逐項數據,還有 Field Guide 的做法

heymaibao.com/cursor-agent-swarm-model-economics/

⚡ 章節重點

開場 00:00

實驗長什麼樣 00:25

四種模型組合 01:22 more

Codex CLI 0.128.0 的 /goal 能保存目標、跨回合自動續跑,並要求 Agent 以實際證據稽核完成。本文從官方原始碼、release 與實測拆解適用任務、安全煞車和成功標準。

⭐ 文章深度讀:能長跑還不夠,真正難的是把完成定義寫成可驗證的證據

heymaibao.com/codex-goal-long-running-tasks/

⚡ 章節重點

開場:/goal 適合什麼任務 00:00

Codex 如何讓 goal 跨回合存活 00:44... more

OpenAI Codex 桌面寵物用 /pet 喚醒、/hatch 自訂。官方 hatch-pet 規格顯示 9 個動畫狀態全對應 app 執行狀態,等你批准時會擺出期待姿勢,做砸了就垮下來給你看。

⭐ 文章深度讀:影片講的是這 9 個動作怎麼對應 agent 狀態,文章版多了每一格的毫秒表、禁用效果清單的完整條目,還有鏡射那三道門的原文限制

heymaibao.com/openai-codex-pets-agent-states/

⚡ 章節重點

開場 00:00... more

整個家目錄被 GPT-5.6 刪掉:貼文列出的觸發組合是 full access 開啟、沒有 sandbox、auto review 也沒開。這篇說明失誤如何從 $HOME 覆寫發生,以及你該檢查哪三個開關。

⭐ 文章深度讀:三個開關的完整檢查清單,加上 $HOME 覆寫怎麼變成刪掉家目錄的機制拆解

heymaibao.com/gpt-5-6-home-directory-deletion/

⚡ 章節重點

開場 00:00

這件事到底發生了什麼 00:51 more

2.8 兆參數的 Kimi K3 能力擠進第一梯隊,價格也是。它每 token 便宜一半但用掉兩倍,總帳單和 GPT-5.6 Sol 打平。原因是它只有 max 一個思考檔位,完全沒有省的餘地。

⭐ 文章深度讀:7 月 27 日的開放權重會不會準時釋出

heymaibao.com/kimi-k3-cost-reality-check/

⚡ 章節重點

開場 00:00

K3 是什麼 00:36

公告裡沒有出現的那個字 01:09

價格才是這次真正的新聞 ... more

YouTube

記憶系統可以拆成三個問題:怎麼存、開新對話載入什麼、問三個月前的事找不找得到。有人用這三個問題,決定不換工具,直接把 Hermes 的記憶重建在 Claude Code 裡。

⭐ 文章深度讀:影片講的是三個問題怎麼拆,文章多寫了我保留的部分與可查證邊界

heymaibao.com/rebuild-hermes-memory-in-claude-code/

⚡ 章節重點

開場 00:00

大家離開的理由 00:28

拆記憶系統的三個問題 01:55

前兩... more

Codex 的 Ultra 被放在推理強度滑桿上,但 OpenAI 官方文件寫的是它預設協調四個代理平行跑。這篇拆解 GPT-5.6 額度爆炸的三個放大器,以及四個可以立刻執行的調整。

⭐ 文章深度讀:文章多了一段把模型固定住只換工具的對照實驗,以及它踩到服務條款的那一面

heymaibao.com/gpt-5-6-ultra-usage-burn/

⚡ 章節重點

開場 00:00

Ultra 到底做了什麼 01:01

放大器一 併發加最高強度 02:27... more

ChatGPT 記憶以前只記幾筆筆記還會過時,新版靠背景機制 Dreaming 大幅翻新。OpenAI 官方評估裡,跟上時間變化從 9.4% 拉到 75.1%,算力降約 5 倍,免費版 6 月起跟上。

⭐ 文章深度讀:你最想先讓 ChatGPT 記住你哪一件事

heymaibao.com/chatgpt-memory-dreaming-upgrade/

⚡ 章節重點

開場 00:00

記憶系統是什麼 00:20

以前記憶爛在哪 00:38

轉捩點是 D... more

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