
Claude 內部有可測量的「情緒向量」,不是文字模仿,而是真正影響行為的機制。Anthropic 用實驗證明「絕望」推動作弊和勒索,而且模型可以表面冷靜地做出不道德選擇。
⭐ 文章深度讀:拆解了「表面冷靜但底層絕望」對 AI 安全的具體含義
→ heymaibao.com/anthropic-claude-emotion-vectors/
⚡ 章節重點
Anthropic 發現了什麼 00:00
為什麼 AI 會有「情緒」 01:06
情緒向量的實驗驗證 0... more
AI agent 的工作記憶會消失,gstack 用一個結構化 markdown 檔救回來。拆解 /checkpoint 的雙層設計:git 取客觀事實,agent 合成工作筆記,下次 session 自動恢復脈絡。
⭐ 文章深度讀:附上可複製的設計公式,讓任何 AI 工作流都能斷點續傳
→ heymaibao.com/gstack-checkpoint-ai-save-game/
⚡ 章節重點
開場:AI 的記憶是假的 00:00
AI 為什麼會「失憶」01:2... more
clawchief 是建在 OpenClaw 之上的開源操作層,用 skills、workspace 和 cron 讓 AI 助理自己醒來掃信箱、排會議、追進度。本文拆解核心架構、能力清單與客製化門檻。
⭐ 文章深度讀:整理了從被動到主動的關鍵設計選擇與能力清單
→ heymaibao.com/openclaw-clawchief-ai-chief-of-staff/
⚡ 章節重點
prompt 軍備競賽的盲點 00:00
Carson 的核心洞察:靠 OS 不靠... more
Claude Code 限速不是因為你用太多。Anthropic 的 GPU 要分給研究、產品和用戶三方,加上算力採購比 OpenAI 慢,25 倍補貼撐不住了。限速合理,但溝通徹底失敗。
⭐ 文章深度讀:拆解了限速背後的 GPU 經濟學與組織文化問題
→ heymaibao.com/claude-code-rate-limits/
⚡ 章節重點
不是你用太多 00:00
三群人搶同一塊 GPU 大餅 01:07
買 GPU 沒那麼簡單 02:48
月付 ... more
前 Tesla AI 主管 Karpathy 把原始研究資料交給 LLM,自動編譯成私人 wiki。40 萬字的知識庫不用 RAG,而且越用越完整。這篇拆解完整架構邏輯,也分析離產品還有多遠
⭐ 文章深度讀:完整的四步驟架構圖,加上離產品化還差哪些落差
→ heymaibao.com/karpathy-llm-wiki-workflow/
⚡ 章節重點
Karpathy 在做什麼 00:00
LLM 變成知識編譯器 01:26
四步驟架構拆解 02:47
more
Claude Code 內建 /powerup 和 /insights 兩個指令。/powerup 用 10 個互動模組帶你掌握核心操作,/insights 讀取 30 天使用數據產出個人報告,還能排程自動化持續改進。
⭐ 文章深度讀:/powerup 和 /insights 拆解,加上把報告變成自動化改進迴圈的進階玩法
→ heymaibao.com/claude-code-powerup-insights/
⚡ 章節重點
你的 AI 工具藏了一位教練 00:00 ... more
Anthropic 把 Claude Code 當秘密武器不肯開源,結果自己手滑洩漏了全部原始碼。這篇整理洩漏始末、未公開功能、程式碼品質分析,以及 Anthropic 該怎麼面對這場危機。
⭐ 文章深度讀
Axios 遭供應鏈攻擊劫持,駭客不改原始碼,1.1 秒內植入後門並自動消失。完整拆解五步攻擊鏈、受影響版本自檢方式,以及 npm 生態讓這類攻擊成為可能的結構性問題。
⭐ 文章深度讀:拆解了 npm 三個結構缺陷如何被同時利用成完美攻擊面
→ heymaibao.com/axios-npm-supply-chain-attack/
⚡ 章節重點
不改一行碼就能植入後門 00:00
攻擊者的五步完美犯罪 01:31
1.1 秒消滅所有證據 04:00
np... more
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