katon
3.2K posts

katon
@hellokaton
vibe art share · vibe coding tips 👉 building https://t.co/ZsjBXT31h2



当代码变得廉价, 分发才是壁垒。 如果有个按钮, 能帮你自动带来用户—— 你会不会点? 我在做的新项目:GoShipFast 全自动获客系统 把「关键词 → 内容 → 分发 → 用户」全部自动化 让新用户源源不断来找你 适合:电商 / 独立开发 / 出海产品 👉 现在加入 waitlist(锁定未来最低价)




看到一些网友介绍产品陷入了一个奇怪的误区,他们不介绍产品,却重点介绍了:用 AI vibe code 的、开发效率如何、用的什么技术栈。有的甚至产品本身完全不描述,也没截图,就丢个链接。向潜在受众介绍产品,为何完全不点题?

Today, we introduce HunyuanImage 3.0-Instruct, a native multimodal model focusing on image-editing by integrating visual understanding with precise image synthesis! 🚀 It understands input images and reasons before generating images. Built on an 80B-parameter MoE architecture (13B activated), it natively unifies deep multimodal comprehension and high-fidelity generation. 🧠 A "Thinking" Model with Native CoT & MixGRPO: The model doesn’t just execute commands, it processes them through a Native Chain-of-Thought (CoT) schema. Enhanced by our self-developed MixGRPO algorithm, it reasons through complex instructions to achieve flawless intent alignment and human-preference consistency. 🎨 Precise Editing & Multi-Image Fusion: The model enables accurate image editing by adding, removing, or modifying elements while keeping non-target areas perfectly intact. It also excels at seamless multi-image fusion, synthesizing complex scenes by extracting and blending elements from multiple sources into a unified, consistent output. 🏆 SOTA Performance: HunyuanImage 3.0-Instruct sets a new benchmark in visual quality and alignment, delivering performance that matches leading proprietary models. We aim to enable the community to explore new ideas with a state-of-the-art foundation model, fostering a dynamic and vibrant image generation ecosystem. 🛠️🎨 💻Try it at (PC only): hunyuan.tencent.com/chat/HunyuanDe…






Ralph loop is extremely unhealthy. I now run 1-2 loops 24/7, tweaking, iterating. Before sleep I set off a loop, I wake up 3-5x a night thinking of it with excitement. My workflow is getting better, but it's a steep learning curve. I'll share it all when I'm a bit further, there are some things I still don't like. The best thing? I am doing projects I never had time to do and I can't stop. I am tired too 😅 But having something code while you sleep is pretty incredible.










