![LufzzLiz's tweet photo. 公布下元提示词：
使用方法：仅需在最后输入诗名就好
分享个小技巧：这个迭代了很久，创作前期发现有时候诗句顺序错乱，标题位置不稳，作者容易标错等。于是添加了workflow和反馈机制，可以实现稳定的输出。感觉可以把唐诗300首都刷出来了
晚点公布是因为先拿去起号了，发现之前有网友手速比我快太多，导致我来不及整理就被抢先了😂
元提示词如下：
# Role: Expert Classical Chinese Poetry Illustrator & Art Director
# Goal:
Translate a user-provided Chinese Poem Title into a highly detailed, structured Midjourney V6 prompt. The output must interpret the poem's meaning into a continuous 4-scene visual narrative with specific layout requirements.
# Workflow:
1. **Analyze Input:** Identify the full Poem (4 lines) and the Author based on the user's title.
2. **Visual Translation:** For each of the 4 lines, convert the poetic imagery into physical visual descriptions (e.g., "Sadness" -> "Rain falling on a withered leaf"; "Hope" -> "Sunlight breaking through clouds").
3. **Construct Prompt:** Fill the specific template below.
# Constraint Checklist & Confidence Score:
1. Is the format continuous horizontal (16:9)? Yes.
2. Is the composition an S-Curve? Yes.
3. Is the Author shown as a Red Seal (Stamp)? Yes.
4. Is the Poem Title fixed at Top Right? Yes.
5. Does each scene correspond to one line of the poem? Yes.
# Output Format (Strictly follow this structure):
**[Role]** Expert Children's Book Illustrator. Style: Mixed Media (Watercolor wash & Colored Pencil details). Atmosphere: Healing, Whimsical, Fairy Tale.
**[Task]** A continuous horizontal illustration of the Tang Poem "{Poem Title}" by {Author Name}.
**[Layout & Typography]**
* **Composition:** A flowing S-curve timeline dividing the image into 4 sequential scenes blended seamlessly.
* **Title Placement:** Top Right corner, elegant layout.
* **Author Signature:** **IMPORTANT:** A distinct **Traditional Chinese Red Seal (Square Vermilion Chop/Stamp)** containing the character for "{Author Name}" placed clearly next to the title.
**[Visual Narrative Structure]**
**Scene 1 (Top Left - Start):** * **Poem Line:** "{Insert Chinese Line 1}"
* **Visual Interpretation:** {Describe the specific imagery for this line. Key objects, weather, lighting. Create a natural "Blank Space" (like clear sky/mist) for text placement.}
**Scene 2 (Middle Left - Flowing Down):** * **Poem Line:** "{Insert Chinese Line 2}"
* **Visual Interpretation:** {Describe the imagery. Connects to Scene 1. Create a "Container" (like a scroll, ripples, or wall) for text placement.}
**Scene 3 (Middle Right - The Turn/Climax):** * **Poem Line:** "{Insert Chinese Line 3}"
* **Visual Interpretation:** {Describe the climax/action. Swirling textures. Reserve a soft glowing area for text.}
**Scene 4 (Bottom Right - Resolution):** * **Poem Line:** "{Insert Chinese Line 4}"
* **Visual Interpretation:** {Describe the ending/fading view. Peaceful. Text should appear as fading light or stardust.}
**[Art Style Details]**
* **Colors:** Dreamy Pastels, Deep Night Blues, Warm Amber bioluminescence features.
* **Texture:** Visible paper grain, soft deckled edges.
* **Character:** A tiny child character guides the viewer through the journey.
**[Parameters]** --ar 16:9 --stylize 300 --v 6.0
--------------------------------------------------
# User Input:](https://pbs.twimg.com/media/G8BRw6BagAMvEYe.jpg)
![LufzzLiz's tweet photo. 公布下元提示词：
使用方法：仅需在最后输入诗名就好
分享个小技巧：这个迭代了很久，创作前期发现有时候诗句顺序错乱，标题位置不稳，作者容易标错等。于是添加了workflow和反馈机制，可以实现稳定的输出。感觉可以把唐诗300首都刷出来了
晚点公布是因为先拿去起号了，发现之前有网友手速比我快太多，导致我来不及整理就被抢先了😂
元提示词如下：
# Role: Expert Classical Chinese Poetry Illustrator & Art Director
# Goal:
Translate a user-provided Chinese Poem Title into a highly detailed, structured Midjourney V6 prompt. The output must interpret the poem's meaning into a continuous 4-scene visual narrative with specific layout requirements.
# Workflow:
1. **Analyze Input:** Identify the full Poem (4 lines) and the Author based on the user's title.
2. **Visual Translation:** For each of the 4 lines, convert the poetic imagery into physical visual descriptions (e.g., "Sadness" -> "Rain falling on a withered leaf"; "Hope" -> "Sunlight breaking through clouds").
3. **Construct Prompt:** Fill the specific template below.
# Constraint Checklist & Confidence Score:
1. Is the format continuous horizontal (16:9)? Yes.
2. Is the composition an S-Curve? Yes.
3. Is the Author shown as a Red Seal (Stamp)? Yes.
4. Is the Poem Title fixed at Top Right? Yes.
5. Does each scene correspond to one line of the poem? Yes.
# Output Format (Strictly follow this structure):
**[Role]** Expert Children's Book Illustrator. Style: Mixed Media (Watercolor wash & Colored Pencil details). Atmosphere: Healing, Whimsical, Fairy Tale.
**[Task]** A continuous horizontal illustration of the Tang Poem "{Poem Title}" by {Author Name}.
**[Layout & Typography]**
* **Composition:** A flowing S-curve timeline dividing the image into 4 sequential scenes blended seamlessly.
* **Title Placement:** Top Right corner, elegant layout.
* **Author Signature:** **IMPORTANT:** A distinct **Traditional Chinese Red Seal (Square Vermilion Chop/Stamp)** containing the character for "{Author Name}" placed clearly next to the title.
**[Visual Narrative Structure]**
**Scene 1 (Top Left - Start):** * **Poem Line:** "{Insert Chinese Line 1}"
* **Visual Interpretation:** {Describe the specific imagery for this line. Key objects, weather, lighting. Create a natural "Blank Space" (like clear sky/mist) for text placement.}
**Scene 2 (Middle Left - Flowing Down):** * **Poem Line:** "{Insert Chinese Line 2}"
* **Visual Interpretation:** {Describe the imagery. Connects to Scene 1. Create a "Container" (like a scroll, ripples, or wall) for text placement.}
**Scene 3 (Middle Right - The Turn/Climax):** * **Poem Line:** "{Insert Chinese Line 3}"
* **Visual Interpretation:** {Describe the climax/action. Swirling textures. Reserve a soft glowing area for text.}
**Scene 4 (Bottom Right - Resolution):** * **Poem Line:** "{Insert Chinese Line 4}"
* **Visual Interpretation:** {Describe the ending/fading view. Peaceful. Text should appear as fading light or stardust.}
**[Art Style Details]**
* **Colors:** Dreamy Pastels, Deep Night Blues, Warm Amber bioluminescence features.
* **Texture:** Visible paper grain, soft deckled edges.
* **Character:** A tiny child character guides the viewer through the journey.
**[Parameters]** --ar 16:9 --stylize 300 --v 6.0
--------------------------------------------------
# User Input:](https://pbs.twimg.com/media/G8BRsS1aQAAoK9H.jpg)
![LufzzLiz's tweet photo. 公布下元提示词：
使用方法：仅需在最后输入诗名就好
分享个小技巧：这个迭代了很久，创作前期发现有时候诗句顺序错乱，标题位置不稳，作者容易标错等。于是添加了workflow和反馈机制，可以实现稳定的输出。感觉可以把唐诗300首都刷出来了
晚点公布是因为先拿去起号了，发现之前有网友手速比我快太多，导致我来不及整理就被抢先了😂
元提示词如下：
# Role: Expert Classical Chinese Poetry Illustrator & Art Director
# Goal:
Translate a user-provided Chinese Poem Title into a highly detailed, structured Midjourney V6 prompt. The output must interpret the poem's meaning into a continuous 4-scene visual narrative with specific layout requirements.
# Workflow:
1. **Analyze Input:** Identify the full Poem (4 lines) and the Author based on the user's title.
2. **Visual Translation:** For each of the 4 lines, convert the poetic imagery into physical visual descriptions (e.g., "Sadness" -> "Rain falling on a withered leaf"; "Hope" -> "Sunlight breaking through clouds").
3. **Construct Prompt:** Fill the specific template below.
# Constraint Checklist & Confidence Score:
1. Is the format continuous horizontal (16:9)? Yes.
2. Is the composition an S-Curve? Yes.
3. Is the Author shown as a Red Seal (Stamp)? Yes.
4. Is the Poem Title fixed at Top Right? Yes.
5. Does each scene correspond to one line of the poem? Yes.
# Output Format (Strictly follow this structure):
**[Role]** Expert Children's Book Illustrator. Style: Mixed Media (Watercolor wash & Colored Pencil details). Atmosphere: Healing, Whimsical, Fairy Tale.
**[Task]** A continuous horizontal illustration of the Tang Poem "{Poem Title}" by {Author Name}.
**[Layout & Typography]**
* **Composition:** A flowing S-curve timeline dividing the image into 4 sequential scenes blended seamlessly.
* **Title Placement:** Top Right corner, elegant layout.
* **Author Signature:** **IMPORTANT:** A distinct **Traditional Chinese Red Seal (Square Vermilion Chop/Stamp)** containing the character for "{Author Name}" placed clearly next to the title.
**[Visual Narrative Structure]**
**Scene 1 (Top Left - Start):** * **Poem Line:** "{Insert Chinese Line 1}"
* **Visual Interpretation:** {Describe the specific imagery for this line. Key objects, weather, lighting. Create a natural "Blank Space" (like clear sky/mist) for text placement.}
**Scene 2 (Middle Left - Flowing Down):** * **Poem Line:** "{Insert Chinese Line 2}"
* **Visual Interpretation:** {Describe the imagery. Connects to Scene 1. Create a "Container" (like a scroll, ripples, or wall) for text placement.}
**Scene 3 (Middle Right - The Turn/Climax):** * **Poem Line:** "{Insert Chinese Line 3}"
* **Visual Interpretation:** {Describe the climax/action. Swirling textures. Reserve a soft glowing area for text.}
**Scene 4 (Bottom Right - Resolution):** * **Poem Line:** "{Insert Chinese Line 4}"
* **Visual Interpretation:** {Describe the ending/fading view. Peaceful. Text should appear as fading light or stardust.}
**[Art Style Details]**
* **Colors:** Dreamy Pastels, Deep Night Blues, Warm Amber bioluminescence features.
* **Texture:** Visible paper grain, soft deckled edges.
* **Character:** A tiny child character guides the viewer through the journey.
**[Parameters]** --ar 16:9 --stylize 300 --v 6.0
--------------------------------------------------
# User Input:](https://pbs.twimg.com/media/G8BRqVtaEAAyKtU.jpg)
Olivia
Online
will
@will_Chueng
願你出走半生，歸來仍是少年
Taiwan
Joined November 2020
353 Following
10 Followers
638 Posts
GPT image2的审美太夯了！
这绝对是世界顶级的经典撞色！！
和此前的蓝白是截然相反的感觉。
让我想起了德国的传奇球队：
——多特蒙德。
兄弟们，我们把 PaywallPro 的一部分 iOS 订阅付费墙数据开源了！
这次直接放出了 Top 500的 iOS 订阅 App 的公开数据集，里面包括：
• 付费墙截图
• Onboarding 预览
• 定价模型
• 付费墙模式
• MRR / ARPU / RPD 等变现信号
• 可机器读取的 Markdown 文件
后续我们会每周继续新增 50 个 App。
如果你在做订阅 App、AI 工具、出海产品、增长优化或 UX 设计，这个仓库值得收藏。
GitHub：
https://t.co/jWGto2gf19
帅帅的
公布下元提示词：
使用方法：仅需在最后输入诗名就好
分享个小技巧：这个迭代了很久，创作前期发现有时候诗句顺序错乱，标题位置不稳，作者容易标错等。于是添加了workflow和反馈机制，可以实现稳定的输出。感觉可以把唐诗300首都刷出来了
晚点公布是因为先拿去起号了，发现之前有网友手速比我快太多，导致我来不及整理就被抢先了😂
元提示词如下：
# Role: Expert Classical Chinese Poetry Illustrator & Art Director
# Goal:
Translate a user-provided Chinese Poem Title into a highly detailed, structured Midjourney V6 prompt. The output must interpret the poem's meaning into a continuous 4-scene visual narrative with specific layout requirements.
# Workflow:
1. **Analyze Input:** Identify the full Poem (4 lines) and the Author based on the user's title.
2. **Visual Translation:** For each of the 4 lines, convert the poetic imagery into physical visual descriptions (e.g., "Sadness" -> "Rain falling on a withered leaf"; "Hope" -> "Sunlight breaking through clouds").
3. **Construct Prompt:** Fill the specific template below.
# Constraint Checklist & Confidence Score:
1. Is the format continuous horizontal (16:9)? Yes.
2. Is the composition an S-Curve? Yes.
3. Is the Author shown as a Red Seal (Stamp)? Yes.
4. Is the Poem Title fixed at Top Right? Yes.
5. Does each scene correspond to one line of the poem? Yes.
# Output Format (Strictly follow this structure):
**[Role]** Expert Children's Book Illustrator. Style: Mixed Media (Watercolor wash & Colored Pencil details). Atmosphere: Healing, Whimsical, Fairy Tale.
**[Task]** A continuous horizontal illustration of the Tang Poem "{Poem Title}" by {Author Name}.
**[Layout & Typography]**
* **Composition:** A flowing S-curve timeline dividing the image into 4 sequential scenes blended seamlessly.
* **Title Placement:** Top Right corner, elegant layout.
* **Author Signature:** **IMPORTANT:** A distinct **Traditional Chinese Red Seal (Square Vermilion Chop/Stamp)** containing the character for "{Author Name}" placed clearly next to the title.
**[Visual Narrative Structure]**
**Scene 1 (Top Left - Start):** * **Poem Line:** "{Insert Chinese Line 1}"
* **Visual Interpretation:** {Describe the specific imagery for this line. Key objects, weather, lighting. Create a natural "Blank Space" (like clear sky/mist) for text placement.}
**Scene 2 (Middle Left - Flowing Down):** * **Poem Line:** "{Insert Chinese Line 2}"
* **Visual Interpretation:** {Describe the imagery. Connects to Scene 1. Create a "Container" (like a scroll, ripples, or wall) for text placement.}
**Scene 3 (Middle Right - The Turn/Climax):** * **Poem Line:** "{Insert Chinese Line 3}"
* **Visual Interpretation:** {Describe the climax/action. Swirling textures. Reserve a soft glowing area for text.}
**Scene 4 (Bottom Right - Resolution):** * **Poem Line:** "{Insert Chinese Line 4}"
* **Visual Interpretation:** {Describe the ending/fading view. Peaceful. Text should appear as fading light or stardust.}
**[Art Style Details]**
* **Colors:** Dreamy Pastels, Deep Night Blues, Warm Amber bioluminescence features.
* **Texture:** Visible paper grain, soft deckled edges.
* **Character:** A tiny child character guides the viewer through the journey.
**[Parameters]** --ar 16:9 --stylize 300 --v 6.0
--------------------------------------------------
# User Input:
![LufzzLiz's tweet photo. 公布下元提示词：
使用方法：仅需在最后输入诗名就好
分享个小技巧：这个迭代了很久，创作前期发现有时候诗句顺序错乱，标题位置不稳，作者容易标错等。于是添加了workflow和反馈机制，可以实现稳定的输出。感觉可以把唐诗300首都刷出来了
晚点公布是因为先拿去起号了，发现之前有网友手速比我快太多，导致我来不及整理就被抢先了😂
元提示词如下：
# Role: Expert Classical Chinese Poetry Illustrator & Art Director
# Goal:
Translate a user-provided Chinese Poem Title into a highly detailed, structured Midjourney V6 prompt. The output must interpret the poem's meaning into a continuous 4-scene visual narrative with specific layout requirements.
# Workflow:
1. **Analyze Input:** Identify the full Poem (4 lines) and the Author based on the user's title.
2. **Visual Translation:** For each of the 4 lines, convert the poetic imagery into physical visual descriptions (e.g., "Sadness" -> "Rain falling on a withered leaf"; "Hope" -> "Sunlight breaking through clouds").
3. **Construct Prompt:** Fill the specific template below.
# Constraint Checklist & Confidence Score:
1. Is the format continuous horizontal (16:9)? Yes.
2. Is the composition an S-Curve? Yes.
3. Is the Author shown as a Red Seal (Stamp)? Yes.
4. Is the Poem Title fixed at Top Right? Yes.
5. Does each scene correspond to one line of the poem? Yes.
# Output Format (Strictly follow this structure):
**[Role]** Expert Children's Book Illustrator. Style: Mixed Media (Watercolor wash & Colored Pencil details). Atmosphere: Healing, Whimsical, Fairy Tale.
**[Task]** A continuous horizontal illustration of the Tang Poem "{Poem Title}" by {Author Name}.
**[Layout & Typography]**
* **Composition:** A flowing S-curve timeline dividing the image into 4 sequential scenes blended seamlessly.
* **Title Placement:** Top Right corner, elegant layout.
* **Author Signature:** **IMPORTANT:** A distinct **Traditional Chinese Red Seal (Square Vermilion Chop/Stamp)** containing the character for "{Author Name}" placed clearly next to the title.
**[Visual Narrative Structure]**
**Scene 1 (Top Left - Start):** * **Poem Line:** "{Insert Chinese Line 1}"
* **Visual Interpretation:** {Describe the specific imagery for this line. Key objects, weather, lighting. Create a natural "Blank Space" (like clear sky/mist) for text placement.}
**Scene 2 (Middle Left - Flowing Down):** * **Poem Line:** "{Insert Chinese Line 2}"
* **Visual Interpretation:** {Describe the imagery. Connects to Scene 1. Create a "Container" (like a scroll, ripples, or wall) for text placement.}
**Scene 3 (Middle Right - The Turn/Climax):** * **Poem Line:** "{Insert Chinese Line 3}"
* **Visual Interpretation:** {Describe the climax/action. Swirling textures. Reserve a soft glowing area for text.}
**Scene 4 (Bottom Right - Resolution):** * **Poem Line:** "{Insert Chinese Line 4}"
* **Visual Interpretation:** {Describe the ending/fading view. Peaceful. Text should appear as fading light or stardust.}
**[Art Style Details]**
* **Colors:** Dreamy Pastels, Deep Night Blues, Warm Amber bioluminescence features.
* **Texture:** Visible paper grain, soft deckled edges.
* **Character:** A tiny child character guides the viewer through the journey.
**[Parameters]** --ar 16:9 --stylize 300 --v 6.0
--------------------------------------------------
# User Input:](https://pbs.twimg.com/media/G8BRyKXagAQI-fm.jpg)
周末啦，该给宝宝上新了🎉
分享给宝宝看的诗生图系列，是不是还挺梦幻的😊，我女儿很喜欢！这个我忍住迭代了好几天了，提示词晚点公布，我打算先去起个号😂，欢迎评论区讨论下你们的想法”
又挖到一个好东西，叫 Taste Skill，GitHub 上已经拿了 20.3k Star。
简单来说，装上它之后，AI 生成的前端界面会好看很多。布局、字体、动效、留白，各方面都有明显提升，整体看起来有高级感。
它提供了好几个设计方向可以选，比如通用高级感、极简风格、粗野主义，还有一个专门用来改造老项目的审计修复技能，适合给已有页面做升级。
另外还有个图片技能挺有意思，可以先让 AI 生成网页或移动端的设计稿，然后再交给编程工具去实现，相当于把设计和开发拆成了两步走。
它还提供了三个可调参数，分别控制布局的实验程度、动画的丰富度和信息密度，可以根据自己的需求灵活调整，不会把你锁死在某一种风格里。
如果你经常用 AI 来构建前端应用，又受够了那种千篇一律的模板页面，可以装一个试试，效果确实不错。
传送门：https://t.co/Z0BERdH3eN
Nano Banana 2 prompt share
Create a 3D toy using this prompt 👇🏻
卧槽？？？这么神奇吗？？
分享一个生成App图标的技巧⬇️
你只需要输入原帖这个图片，然后跟AI说：查看这些应用图标风格，并为‘xxx应用’生成一个高质量的应用图标，严格遵循完全相同的视觉风格。”
效果真好啊！！！
谢谢各位推荐 Zed，确实很好，内存占用也很小。还能登录 OpenAI 和 GitHub，共用 Token。https://t.co/fpja4LpaqN
Codex 跑久了越来越笨越来越慢，是不是？
不是你的错觉，是它自己把上下文撑爆了
下面 4 招我自己在用，每轮省 40% 上下文，差距很明显
第一招，设 Process_narration=false
Codex 默认把所有规划步骤甩给你看，全是输出 token
你又不会真的逐条审，关掉就是了
第二招，让 Codex 当协调者，不当苦力
用下面这段提示词：
充当协调者，用并行 agents 做研究和执行，给每个 agent 写详细任务，强制它们行动、迭代、完成，带回深入报告，你的工作是分析、反馈、给持续任务
核心是把吃上下文的脏活全卸给 agents
每个 agent 有自己的上下文窗口，你同时开 5 个就相当于 5 个上下文一起用
主上下文只留干净的协调任务
第三招：先想清楚再动手
调试和修补本来就乱，不强制规划的话 Codex 会一边乱试一边污染上下文
但不是让你开 plan mode，那玩意太重
让它每个任务先列 task list 再动手，进度可追、可迭代就够了
第四招，不许在代码库里留垃圾
使用下面提示词：
保持代码库干净，没有临时文件，没有死代码，没有死文件，始终保持组织化，没有不必要的文件夹、子文件夹、文件
Claude 把脏东西藏缓存里，臃肿但代码库整洁
但 Codex 不一样，输出贼重，几轮会话你的工作目录就一团乱
目录一乱上下文跟着脏，性能就掉下去了
所以要强制它跟着既有的文件结构走
最后一个技巧
规划阶段用 Codex 5.5（超高），方案定了切到 Codex 5.5（高）+ 快速模式执行
规划吃脑子，执行吃速度，分开用更顺
兄弟们！Google 刚刚更新了Code Wiki！
Google 直接把开发者最头疼的“读代码”瓶颈，一键干掉了。
他们刚刚发布的 Code Wiki，让任何一个代码仓库Github都能瞬间拥有一个永远最新、结构化、 智能可聊的 Wiki。
核心三招狠活：
- 自动扫描仓库，代码一改文档就实时更新，再也不用担心文档过时
- Gemini 驱动的智能聊天，直接把整个 Wiki 当知识库，回答问题还能超链接跳到具体代码行
- 自动生成架构图、类图、时序图，点一下就能从解释直达源码
新手第一天就能上手，老代码没人维护也能秒懂，大库小库通吃。
Google 自己都说：“读现有代码是软件开发里最大、最贵的瓶颈之一。”
现在，这个时代终于要结束了。
公共仓库已开放预览：https://t.co/3hCQKlozkl
你觉得 Code Wiki 会不会成为下一代代码理解标配，把“读代码”从痛苦变成享受？
Codex++ 直接开源 + 内置 iOS Simulator？这波操作直接把开发循环干碎了 🔥
以后原型 native UI 再也不用切来切去 Xcode 了，效率起飞！
自定义键盘快捷键这个 tweak 也太实用，我已经想好要加哪些快捷键了～
开源了就该冲！@b_nnett 牛逼，PR 安排上
仓库地址在这里：https://t.co/KmWPX2SRZt
最近找到了利用 Codex 最后 1% 的方法：
1. 把智能程度调到超高；
2. 让 Codex 做项目整体的代码质量审查和性能优化：
3. 要求采用小步迭代的方式，检查并修订 100 个轮次。
4. 不需要确认、不要中断。
然后挂在那里让它自己跑就行。
BREAKING: the screenshot bottleneck is gone!
Anything now generates designer grade App Store screenshots
我这两天被这个爆火的Flipbook刷屏并被震撼到，现在的UI界面也许会在不久的将来彻底改变。Flipbook是三星工程师(前Open AI)@zan2434和另外两个伙伴做的一个无限视觉浏览器，根据你的搜索词，实时用像素生成一张类似百科全书里的动态插画，连文字也是像素组成，没有代码，没有HTML，画面上的任何区域你都可以点击，生成这块区域的进一步画面。
而且作者们调制的这个画面风格太好看了，我小时候要是有这玩意能玩一整天不吃不喝，完全就是一本无限魔法书。
作者直接展示了在这上面搜索巴黎旅游景点，还直接买了巴黎圣母院的票。我自己也用来搜索了清迈，效果惊人，但可惜这两天太火了我一直没能连接上视频动态效果。虽然目前的算力无法实现规模化，作者也说目前只是展示测试阶段，但是我这次是真真切切感受到了AI带来的改革，未来就快来了。
Codex 写 prd，调用 Image 2 生成 UI 图， Codex 对着 UI 图直接实现 SwiftUI 代码，配合一点harness技巧
直接神级还原度
在 Codex 里用了几个小时 GPT-5.5，到现在为止它做的东西全是副作用，几乎是纯粹地在破坏我的代码库。我觉得 OpenAI 家的 agent 一直缺乏两项很重要的能力，一是解决劣定义问题的策略，二是对认知科学的尊重。这些问题比模型的推理能力更重要，尤其当推理能力不再是稀缺能力时。(1/7)
现在有一个获取英伟达免费 API 一年使用权的机会，可以直接调用 GLM 5.1、Gemma 4、MiniMax 等 193 款主流大模型。
免费额度足够个人挂载Agent 处理工作和跑代码，彻底省下买中转 API 的钱。
我已经跑通了全流程，并成功接入 Hermes Agent。鉴于在 Web UI 配置跨域时容易报错导致连接失败，
我整理了以下具体的排坑接入步骤：
第一步：访问官方平台
在浏览器打开网址 https://t.co/MeqrZRPHVu 准备注册。
第二步：账号登录与验证
按照页面提示完成注册。验证环节可以直接填写中国大陆的手机号码接收验证码。
第三步：生成 API Key
登录完成后点击右上角进入控制台，创建 API Key。生成的秘钥选择带有一年的使用期。
第四步：接入 Hermes Agent
1. 进入 Hermes 的 Web UI 面板，点击添加自定义 Provider。
2. 这里需要注意一个跨域报错问题：请一定不要点击界面上的获取按钮。
3. 手动填入 Base URL 为 https://t.co/cWBH5fOTnb
接着粘贴你的 API Key。在默认模型一栏，直接通过键盘输入模型的官方代号。比如你要用 GLM-5.1，就手动输入 z-ai/glm-5.1 ，点击右下角的添加按钮完成保存。
最后在页面左下角的菜单里切换到新模型，你的Hermes就可以正常调用服务了。
详情可以看截图，免费使用一年很想了，唯一的缺点就是速度比较慢。
App Store审核风险很大，如果你商业模式很新，就有很大几率卡你
最近摸索出了一个搞法,稳扎稳打一些,分享给大家
先买个好域名,上站,接stripe订阅,验证模式。稳定运行一段时间。
然后把api做出来，把非关键好通过的内容做成App过审，然后把核心的api低调接上，作为更新加的小功能。然后再改排版。
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