Zebin Ge

AI工作流探索者｜用 AI 做游戏的中文情报站｜仓库 · 工作流 · 工具踩坑｜少自己造轮子，多抄能跑的流程

[Zebin Ge @GeZebin]

2791 个免费低模，还带 MCP。

Claude / Cursor 直接搜素材、搭场景
Three.js / Unity / Godot / Blender 都接

做 demo 别再一个个翻 Sketchfab 了

[黑箱之外 @BeyondTheBoxCN]

用 AI 开发 3D 游戏越来越方便了，现在连寻找模型、搭建场景这些工作，也可以让 AI 帮忙完成了。

发现一个挺实用的项目：Polyfork。

它提供了 2,791 个免费的低多边形 3D 模型，分成 26 套主题素材，包含农场、铁路、建筑、自然景观、海底世界等。

这些模型采用统一的尺寸和配色，方便自由组合。而且支持 Three.js、Unity、Godot 和 Blender。

开发者甚至只需要运行一条命令：

npx polyfork add

就能把模型添加到项目中。部分模型还可以调整颜色、屋顶样式、季节等参数。

我最感兴趣的是，它还提供了 MCP 接口，可以让 Claude Code、Codex、Cursor 这样的 AI 编程工具直接搜索和调用这些 3D 素材。

想象一下，你告诉 AI：

“帮我做一个漂亮的 3D 小镇，有房屋、街道、森林、农场和一条河流。”

AI 就有机会根据你的要求，从素材库中挑选合适的模型，编写场景代码，逐步搭建出一个可以运行的游戏原型。

我觉得这对独立游戏开发者尤其有价值。

以前制作游戏，写代码只是其中一部分工作，还要花大量时间寻找模型、调整素材、搭建场景。

现在随着 AI 编程工具越来越成熟，这些工作也开始有机会串联成一套自动化流程。

我甚至觉得，未来一个人就能完成过去需要一支小团队才能制作的游戏原型。

开发者可以把更多精力放在玩法设计、世界规则和玩家体验上。

注意：Polyfork 的普通低模素材支持免费个人及商业使用，高清版本则需要付费。
https://t.co/qZlxtwnavm

[Zebin Ge @GeZebin]

宝可梦红实测：

Sonnet 3.7 狂写 413 个记忆文件 → 1 枚徽章
Fable 5 只留 9 个文件 + 1 个 global.md → 4 枚

做 NPC / 长线 Agent 的人记住一句：
记得多不如记得准。

分层：原始记录当证据，Notes 写规则，Dreaming 线下收拾。
别一上来就把 MEMORY.md 塞爆。

[Xudong Han @Xudong07452910]

很推荐 Anthropic 刚发布的《The components of agent memory》，尤其是最近在研究 Agent Memory 的朋友。

之前看过不少 Memory 相关论文，这次可以从 Claude 的工程视角，看看它到底怎么管理、压缩和维护长期记忆。

文章有个很重要的设计，就是分层存储。

原始会话记录保留作证据，关键经验写入 Memory Notes，再通过 Dreaming 整理成相互关联的 Wiki。新会话只加载少量索引，需要时再查找详细内容。

比如 Claude Code 的 Auto Memory，每次只预加载 "MEMORY.md" 前 200 行或 25 KB，避免把大量历史信息塞进 Context。

文章中提到的 Dreaming 机制非常有意思。

Claude 可以在会话之外回查原始记录，合并重复经验、纠正错误记忆，甚至重新组织 Wiki，让过去积累的信息更容易被后续任务使用。

不过，维护这些记忆也需要额外计算。文章还发现，有些 Wiki 最后甚至比原始文档更大。

感觉 Agent Memory 还有很多值得探索的地方。如何让 Agent 留下真正有价值的经验，并在下一次任务中准确用上，可能比单纯追求记忆容量更重要。

原文：https://t.co/aYTSU3wPS3

[Zebin Ge @GeZebin]

@sonic0828 我跟你在走同样的路，后面多交流

[Zebin Ge @GeZebin]

@heyfoil 多交流！

[Zebin Ge @GeZebin]

晚上好！出摊了，出摊了！

蓝V，活人！还在更推的，来交朋友。

AI所有相关，自媒体等。

真诚浇友，有关必回。

互勉成长！

#蓝V互关 #真诚交友 #浇朋友 #AI #Agent #harness

[Zebin Ge @GeZebin]

Cursor 官宣：
一句话出活站，直接给链接。

建库、鉴权、安全检查、部署
云端 agent 一口气干完
localhost 这关终于能过。

做游戏工具页 / demo / 内测站的
别再只把仓库推到 GitHub 就停。

[Cursor @cursor_ai]

You can now build live apps in Cursor and share them with a link.

Agents have made it easier to write code, but most apps never make it off localhost. Describe the tool you want - Cursor will build it, set up a database, run deterministic and agentic security checks, and deploy.

[Zebin Ge @GeZebin]

烧 2 万刀 API，让模型互打《血染钟楼》

测的不是刷题
是临场撒谎、结盟、拆阴谋

今年这块明显变强了
OpenAI 新模型对 Opus 大概 82% 胜率

做 NPC / 社交推理局的人：
「意图 + 记忆」比台词库值钱

榜单和可玩 demo 在原帖

[Dwarkesh Patel @dwarkesh_sp]

I spent 20,000 dollars in API credits having different AI models play each other at Blood on the Clocktower (a Mafia or Werewolf type social deception game).

The results were fascinating. Models have gotten much better over the course of this year at creative on-the-spot scheming and bluffing, and also at reasoning as a team to break apart these underground conspiracies.

I go through some of the most standout games these AIs played in this video. The new models are getting pretty good. If my friends pulled off some of these moves while we were playing, I’d give them a fist bump.

Fwiw, OpenAI’s newer models are much better than Anthropic’s at this game.

You can see the full benchmark at the website, and I’ve also made it so that you and your friends can play again the AIs: https://t.co/IF4d0EMSD8

[Zebin Ge @GeZebin]

Opus 5.5 跑资产管线，
做出可玩公寓 demo。

情报点就一句：
模型生成 → 修 → 进引擎，
全程零手搓。

[rewind @rewind02]

built a playable apartment in 5 hours with Claude Opus 5.5 + Gpt-6 Astra + Tripo + Unreal..

a sunny apartment with a study, a hallway and a kitchen

the trick is letting opus run the whole asset pipeline. here’s the workflow:

- step 1: have opus list every prop the scene needs: desk, monitors, shelves, key, tin, fuse
- step 2: astra generates a reference image for each prop, plus masks and textures
- step 3: opus sends each reference to tripo through the api and collects the 3d models
- step 4: opus converts everything for unreal and imports it room by room
- step 5: light it with sun through the blinds, and keep the rooms small and dense
- step 6: add simple mechanics: pick up, inspect, open drawers, use items on doors
- step 7: chain the puzzle: study key > locked door > spare fuse > four-dial tin

let opus be the manager, not the artist. it calls the tools that make the assets and keeps everything moving

[Zebin Ge @GeZebin]

「24h 做出 AAA FPS」这种帖，可抄的不是故事，是管线：

Tripo 出角色/载具
Opus 5.5 + Blender 修模
Three.js 浏览器直接跑

太牛了，这三步才是信息差。

[S @Rubzem]

I quit my 11-year corporate career to make games with AI. I built the world’s first AAA-quality sci-fi FPS game with AI in 24h. On my laptop. While traveling.

A giant company in the game industry contacted me after my last AI game went viral with 3M+ Views. They want to feature a game i make with AI in their million-dollar booth at Gamescom and help me release it worldwide across platforms.

So here I present my own original IP: SOL: The Last Imperium.

→ Fast first-person combat with epic guns, grenades, and melee
→ Drive, fly, and fight across massive battlefields
→ Giant boss battles against walkers, titans, and a Leviathan

Graphics, gameplay, concept art, music, sound effects and animation. All made with AI, entirely vibe coded. Built on Three.js.

This would not have been possible without @tripoai. I create world class 3D models of characters, vehicles and monuments in Tripo, then let Opus 5.5 jam with Blender to bring AAA-quality to the 3D models. Absolute game changer.

Now it feels like I have an entire $100M game studio on my laptop.

The future is here. Go after your dreams and start creating, now is the time!

Dropping some AI game dev sauce in the comments!

[Zebin Ge @GeZebin]

Claude Code 产品负责人 Cat Wu
本人官宣入职 OpenAI，管 Core Products。

官帖已经 250 万+ 浏览。
同一天 Anthropic 增长负责人也走了。

天天用 Claude 抠游戏逻辑的：
工具没停，掌舵的人换队了。

[cat @_catwu]

Some news: I’m joining OpenAI to lead product management for Core Products!

I have a lot of respect for OpenAI for showing the world that scaling works, for bringing AI to over a billion people, and for believing great products are core to the mission.

I’m excited to work with @thsottiaux, an incredible PM team, and everyone across OpenAI. Together, we’ll build agents that have your back and your team’s, and keep you in control, so you get more time for the people and work you love.

Lots to learn, and lots to build. Please keep your feedback coming!

[Zebin Ge @GeZebin]

@domsqAi 这些现在设定好，AI能做的不错的，最好是给他有一些参考图

[Zebin Ge @GeZebin]

24 小时出一整作浏览器 3D。

不是咒语，是流水线：
Opus 写逻辑
Flux / GPT Image 定画面
Tripo 出模型
Blender + Three.js 拼起来

口号别抄，
拆法能抄。

[Shikhar @xikhar]

I made a full original game in 24 hours using AI

Stack: Opus 5.5 + Flux 3 Max + GPT Image + Tripo + Blender + Three.js

Anyone can make games now. Full workflow thread and prompt below:

(1/7)

[Zebin Ge @GeZebin]

@ziqiu886 回关啦！

[Zebin Ge @GeZebin]

Unity6 + Opus，5 周农场游戏，Steam 页已经挂上了。

同一个人，昨天还在晒 Godot 恐怖游戏流程。
引擎换来换去，能复用的是拆法，不是模板。

[rewind @rewind02]

built a farming game in 5 weeks with claude opus 5.5 + unity 6..

it already has a steam page

the trick is turning ideas into task cards and letting agents grind through them. here’s the workflow:

- step 1: connect opus 5.5 to unity 6 with unity’s plugin
- step 2: prototype: a drivable tractor that cuts crops and earns money
- step 3: tune the feel: handling, camera, falling crops
- step 4: build the loop: sell > upgrade machines > unlock fields
- step 5: models: concept art > tripo smart mesh p2 > opus cleans them up in blender
- step 6: turn every idea and bug into a task card and let agents work them overnight on separate branches
- step 7: auto-check every card (build, tests, a test drive) and review it all each morning

who does what:

> opus 5.5: almost all the c#, split across agents
> unity 6 + mcp: inspect scenes, change values, screenshot, play the game
> tripo p2: the tractors, machines and props
> blender + mcp: scripted cleanup before import

and the rule that saves the project... never trust the agent’s own “done”. build it, test it and drive it before you merge (dev: SirKnighty)

[Zebin Ge @GeZebin]

混元 Hy4 官帖自己点名了 game。

新东西就两句：
能看图，能直接操作电脑（Blender / CAD 那条线）。

做资产、关卡的人盯权重开源时间就行，别等通稿翻译。

[Tencent Hy @TencentHunyuan]

👋Hy4 is here, new with vision.
Firmly among the leading open models.
More productive everywhere: finance, frontend, game, officework, research…
Built responsibly, with cyber/biosecurity in mind.
Try it out and let us know!
🔗：https://t.co/ZzL4DtgH3h

[Zebin Ge @GeZebin]

@peng11_ai 来！

[Zebin Ge @GeZebin]

Steam 审核被 AI 量产游戏拖到最长 12 个工作日。

Valve 刚加预检：
进 Steam 跑满 5 分钟，
截图至少 5 张标成 gameplay。

做出来变快了，过审变慢了。
发售日别跟审核赌。

[Valentin Ignatev @valigo]

AI slop has flooded all marketplaces - Steam, Google Store, Apple Store, Itch. Review takes weeks now. This is the price everyone has to pay now, new universal tax.

The only two solutions to this are either ban on AI-generated content, or just opening the flood gates.

[Zebin Ge @GeZebin]

@v0idplayed 来吧！

[Zebin Ge @GeZebin]

@linheitu 她自己发推说的

[Zebin Ge @GeZebin]

Claude Code 产品负责人 Cat Wu 走了。

做游戏的别当八卦看：
整条流水线只挂 Claude Skills / MCP，
人一变、策略一变，工程就抖。

Godot / Unity 侧，
Codex、Cursor 各留一条能跑的备份路径。
特效、关卡、QA 脚本分开绑，别绑死一家。

[宝玉 @dotey]

Claude Code 产品负责人 Cat Wu 离开了 Anthropic。她在 X 上发文说，周五是她在公司的最后一天。她没有说离职原因，也没有说下一步去哪里。

Cat Wu 是 Claude Code 和 Cowork 的产品负责人。她早年在 Scale AI 和 Dagster 两家公司做工程师，后来在风投机构 Index Ventures 工作，2024 年 8 月加入 Anthropic，起初做研究方向的产品经理。

[Zebin Ge @GeZebin]

@lovingkidzs 真诚浇友，认识的人多了，自己发的有价值的东西才有人看，不会石沉大海

[Zebin Ge @GeZebin]

@nobody2tb 能的兄弟