Always in the middle of something.

Chasing ideas across ML, AI, and data. Building tools when the rabbit hole gets interesting enough.
Claude Fable 5: First Public Mythos-Class Model, One Day In
AI Systems看中文版

Claude Fable 5: First Public Mythos-Class Model, One Day In

Anthropic released Claude Fable 5 on June 9 — the first publicly available Mythos-class model, one tier above Opus. What it is, what it costs, the June 22 deadline on the subscription window, and what changed when I pointed three real projects at it for a day.

2026-06-11 · 4 min read · 1621 words · KbWen · EN
Claude Fable 5 是什麼?第一個公開的 Mythos 級模型,加上我第一天的使用心得
AI SystemsRead in English

Claude Fable 5 是什麼?第一個公開的 Mythos 級模型,加上我第一天的使用心得

Anthropic 6/9 釋出第一個公開的 Mythos 級模型 Claude Fable 5。這篇整理它跟 Opus 4.8 的關係、定價、6/22 截止的訂閱免費期,加上第一天把三個專案丟給它跑的心得:它對治理流程的遵守程度是真的,token 也是真的兇。

2026-06-11 · 6 min read · 2955 words · KbWen · ZH
一個 AI agent 走過一連串流程關卡,旁邊一本用鎖鏈串起來的稽核日誌,每一頁都蓋了改不掉的印記
AI Systems

怎麼讓 AI agent 照流程走:閘門只記帳,不攔人

流程裡那些閘門其實不在執行時擋住 AI agent,它要的是一張改不掉的收據。真正有牙齒的不是閘門,是記錄抹不掉、賴不掉。

2026-06-08 · 5 min read · 2412 words · KbWen · ZH
AI SystemsRead in English

Claude Code 多了個 dynamic workflows,我打開那段 JS 看了一下

Claude Code 5/28 釋出 dynamic workflows,跟 Opus 4.8 同一天上。比起「能開 1000 個 subagent」那個數字,更關鍵的是 orchestration 那段 JS 是 Claude 寫的、不是 Claude 在跑——這件事其實滿值得想一下的。

2026-06-08 · 7 min read · 3116 words · KbWen · ZH
AI Systems看中文版

How Claude Code's Dynamic Workflows Run 1,000 Subagents

Claude Code's new dynamic workflows hand the orchestration plan over to a JavaScript script that Claude writes. The runtime executes it with up to 1,000 subagents — 16 concurrent — and Claude's context only sees the final cross-checked answer.

2026-06-08 · 4 min read · 1710 words · KbWen · EN
AI 連草莓有幾個 r 都數錯,是它笨嗎?
AI Systems

AI 連草莓有幾個 r 都數錯,是它笨嗎?

叫 AI 數 strawberry 有幾個 r,它曾經很有自信地答錯。新模型現在大多答對了,但它當初為什麼會錯——用一個積木的比喻聊聊,順便講為什麼那個原因到現在還沒真的消失。

2026-06-06 · 5 min read · 2105 words · KbWen · ZH
Why Does AI Sound So Confident When It's Wrong?
AI Systems看中文版

Why Does AI Sound So Confident When It's Wrong?

AI's most dangerous trait isn't that it's wrong sometimes. It's that its tone when wrong is identical to its tone when right. Here's my plain-language take on why, including why it won't just say 'I don't know'.

2026-06-02 · 3 min read · 1298 words · KbWen · EN
How I Use ChatGPT, Claude, and Gemini Day to Day
AI Systems看中文版

How I Use ChatGPT, Claude, and Gemini Day to Day

Not a benchmark or a verdict on which AI is best — just the small habits I picked up from keeping ChatGPT, Claude, and Gemini all open: route by task, give context first, don't expect one perfect answer, and verify the confident-sounding stuff.

2026-06-02 · 2 min read · 960 words · KbWen · EN
為什麼 AI 唬爛的時候,口氣跟講真話一模一樣?
AI SystemsRead in English

為什麼 AI 唬爛的時候,口氣跟講真話一模一樣?

AI 最會唬人的地方,不是它會錯,是它錯的時候那個口氣跟講對的時候完全一樣。用『它一直在猜下一個最順的字』這個角度,白話聊聊為什麼篤定不等於知道。

2026-06-02 · 4 min read · 1881 words · KbWen · ZH
我每天開著三個 AI 聊天視窗,這陣子摸出來的幾個小習慣
AI SystemsRead in English

我每天開著三個 AI 聊天視窗,這陣子摸出來的幾個小習慣

沒什麼大道理,就是同時用 ChatGPT、Gemini、Claude 一陣子之後,自己順手摸出來的幾個小習慣。不同事丟不同家、先講清楚再問、別期待一次到位這類的。

2026-06-02 · 5 min read · 2202 words · KbWen · ZH