Tag: codex
All the articles with the tag "codex".
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GPT-6.1 Terra Hands-on: Fast and Cheap, but Glyphs and Chat Context Still Go to Sonnet
OpenAI just shipped GPT-6.1 Terra and says it matches Astra at a tenth of the price. I ran review, patching and screen tasks to see what you can hand it.
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GPT-6.1 Terra 實測：又快又省，但看字形和對話脈絡還是交給 Sonnet
OpenAI 剛發布 GPT-6.1 Terra，官方說它比 Astra 便宜十倍。我用審查、修補、看畫面三組題目實測，整理哪些工作可以交給它。
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The First Annual Codex Defensive Writing Contest
Codex is more afraid of saying something wrong than interested in what the user wants to know. I no longer talk to it directly; Opus gives it the jobs. And since it loves nitpicking so much, I let it do adversarial review.
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第一屆 Codex 防禦性寫作大賽
Codex 只怕自己說錯什麼，而不是思考使用者想知道什麼。我現在一秒都不想直接跟它對話，只讓 Opus 叫它辦事；反正它那麼愛鑽牛角尖，就讓它去做對抗式審查。
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The Two Big Model Vendors Take Turns Failing, So Build a Backup
Teaching with Codex this week, each turn took ten-plus minutes to come back. OpenAI cut speed and quota, and Anthropic nearly shut the door not long ago. The vendors take turns failing, so any company building agents on commercial AI needs a fallback.
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兩大模型商輪流自作孽，公司要做好備援
上課帶 Codex 慢到十幾分鐘才回一個 turn，OpenAI 砍速度砍額度，Anthropic 前陣子也要關過。兩家輪流自作孽，公司要仰賴商業 AI 做 Agent，就得先做好備援。
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My Pre-Trip Remote Checklist: Leaving the Mac Mini as Home Base
Eight things I checked before flying out, to keep a home Mac Mini reachable as the base for Claude and Codex: Tailscale, Herdr, caffeinate, auto-reboot, and remote file access.
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出國前的遠端連線檢查表：把 Mac Mini 留在家當本體
出國前一次寫下的八條遠端配置檢查表：Tailscale、Herdr、咖啡因防休眠、自動重開機、遠端存取，把留在家中的 Mac Mini 當成 Claude/Codex 的 harness 本體。
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Why GPT 6 Sol / Luna Feel So Dumb
A small job, transcribing consulting videos: the smart model builds a pipeline, the dumb one does every step by hand. After Opus 5.5 took over Codex's mess, it found four failure modes in 6 Sol / Luna, and why Cost per Task now needs a time variable.
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為什麼 GPT 6 Sol / Luna 用起來這麼蠢
一個轉錄諮詢影片的小任務，聰明模型先搭管線、笨模型步步親力親為。請 Opus 5.5 接手 Codex 的爛攤子後，分析出 6 Sol / Luna 的四個失敗模式，以及 Cost per Task 該多一個時間變數。
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Three Moves Between Claude and Codex
Moving the whole harness to Codex in May, switching my daily driver in July, a honeymoon where the quota would not run out, a subsidy-war July that ledgered 57.5x, to August quota cuts, and moving back to Claude in September. One chronological log.
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我在 Claude 和 Codex 之間搬了三次家
五月把整套 harness 搬到 Codex、七月換掉主力、蜜月期額度花不完、七月補貼大戰打出 57.5x 帳面價值，到八月偷縮額度、九月又搬回 Claude。一條照時間排的編年紀錄。
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2026 Model Personality Watch: Gemini, Claude, Codex Compared
A year in, the three flagships have developed very visible "personalities" — Gemini 3 is the dramatic PhD, Claude 4.7 is the slick veteran, and GPT-5.5 turns out to be the most pragmatic colleague of the wave. Plus a fun trick for guessing the version from "sass density."
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2026 模型脾氣觀察：Gemini、Claude、Codex 的個性對比
用了一整年下來，三家的旗艦模型各自有很明顯的「脾氣」——Gemini 3 像戲精博士、Claude 4.7 像油條前輩、GPT-5.5 反而是這波最務實的同事。把累積的觀察整理成一篇對比，順便講一個從「貧嘴密度」反推版本號的玩法。
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Codex Falls Off the Pedestal: People Caught the Quota Nerf
A month ago I was writing about the Codex quota honeymoon. Now people are measuring a 50% nerf on Plus and 77% on Pro 5x, and my "off the pedestal in two months" call turns out to have been optimistic.
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Codex 走下神壇：額度偷縮被網友抓出來了
一個多月前我還在寫 Codex 的額度蜜月期，現在網友實測 Plus 被偷縮 50%、Pro 5x 被偷縮 77%，我那句「兩個月跌下神壇」還是太樂觀了。
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Other People Fly to Korea for Cosmetic Surgery. I Had Codex Do Mine.
Someone on Twitter chained Codex, Hyperframes, IndexTTS2 and HeyGen into a one-person media pipeline. I pulled the repo, tried it, played with a local TTS model, then rebuilt a video days later on Claude Code.
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別人去韓國做醫美，我叫 Codex 數位醫美
從推特上看到有人把 Codex、Hyperframes、IndexTTS2、HeyGen 串成一條自媒體流水線，拉下來實測、順手玩 b 站的本地 TTS，幾天後換 Claude Code 重做一支。
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Codex Built Its Own Evidence Package and Went to Argue With Google Support
A leaked Gemini backend key at PDT Learning got abused, no spending cap, and burned 1000 USD. I pointed Codex's browser automation at Google's live support to fight the charge, and it went so hard it built a 15-page evidence package and sent it over.
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Codex 自己做了一份證據包，跑去跟 Google 真人客服吵架
PDT Learning 一支 Gemini backend key 外洩被盜刷、沒設 spending cap 怒噴 1000 USD，我用 Codex 的瀏覽器操作去跟 Google 真人客服爭費用，它認真到自己生出一份 15 頁證據包發給對方。
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A Few Days Into Switching From Claude Code to Codex: The Quota Honeymoon
A running log of switching from Claude Code to Codex this week: quota I could not burn through fast enough, a $20 Sol Ultra run that beat a $100 Fable plan on a professor friend's paper, and a tool-chain swap to Hyperframe.
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從 Claude Code 換到 Codex 的這幾天：額度蜜月期
這週從 Claude Code 換到 Codex 的體感記錄：額度多到花不完、Sol Ultra 20 鎂幫教授跑論文，比 Fable 100 鎂方案還划算，工具鏈也跟著換成 Hyperframe。
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I Finally Switched My Daily Driver from Claude Code to Codex
I try new tools easily, but I am slow to leave the ones already built into my routine. This time, quotas, pricing, and product direction all crossed the line together.
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我終於把主力從 Claude Code 換成 Codex 了
我很愛試新工具，卻很難離開已經用習慣的工具。這次真正讓我換主力的，不是一次 benchmark，而是額度、價格與可預見的產品方向一起越過了臨界點。
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Which AI Is Strongest? I'll Take Them All: Claude as the Brain, Directing Gemini and Codex
Stop being a believer in one model being the strongest. Use multi-model collaboration: let Claude be the commanding brain and hand the right task to the right tool.
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哪個 AI 最強？我全都要：讓 Claude 當大腦，指揮 Gemini 與 Codex
不要當「某家模型最強」的信徒，改用多模型協作：讓 Claude 當大腦指揮官，把對的任務交給對的工具。
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Moving from Claude Code to Codex: I Built a Skill to Handle It
Migrating an entire personal harness from Claude Code to Codex is not trivial — claude.md / agents.md, MCP, hooks, settings each need their own translation. I packaged the workflow as a Skill on GitHub. Plus a note on why I keep reaching for Codex these days.
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從 Claude Code 搬家到 Codex：我做了一個 Skill 自動處理
把整套個人 harness 從 Claude Code 遷移到 Codex 不容易——claude.md / agents.md、MCP、hooks、settings 各自要對齊。我把流程包成一個 Skill 放在 GitHub，順便聊聊為什麼最近越來越常用 Codex。