Steven Joe Dev pfp

Steven Joe Dev

@stevenjoedev

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Steven Joe Dev pfp
Steven Joe Dev
@stevenjoedev
一会儿 mcp，一会儿 a2a，一会儿 notion mcp，一会儿 firebase studio，一会儿 grok 3 api，学不动了他妈的 还有 firebase studio 真扯，用的 gemini 漏上下文严重，无视需求 让它做个 chrome extension，却做了个没法用的 nextjs 的 web app google 挺会玩的，cloud 大厂就是牛，分配了一个还不错的虚拟机给客户玩 另外我觉得很多程序员应该不太喜欢这种 AI 写的代码，用的库、代码风格、项目结构等，跟自己的习惯差了太多了，如果是小工具就无所谓，如果是大项目或者是要跟自己的现有业务结合的，不如直接用 openai/grok/gemini 之类的去聊天获取代码片段
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Steven Joe Dev pfp
Steven Joe Dev
@stevenjoedev
1635-04 Test vector database for the copilot workflow
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Steven Joe Dev pfp
Steven Joe Dev
@stevenjoedev
这段时间总在想 multi agent 协作的问题，举例： --- Research Agent -> 全网搜索各个团队的运营活动，做归纳 Idea Agent -> 从归纳的活动中，每天产出 N 个适合自己团队的活动 Workflow Agent -> 设计活动流程，定 KPI Designer Agent -> 设计海报等运营图片 Text Agent -> 活动文案 Operation Agent -> 执行活动细节（自动发帖、自动邀请等） --- 每个 agent 的工作，用最适合的模型，各自完成一件工作 --- 为什么想要 multi agent ，比如 single 好在哪 1. 不同工种用各自最契合模型（虽然 single agent 也可切换模型，但 context 和 memory 管理会混乱） 2. 可以并发，idea agent 不用等其他 agent，管自己生成 idea 就行，抽空还能给人类发汇报 3. 容错，一个 agent 产出愚蠢的点子，其他 agent 会纠正 --- Why Do Multi-Agent LLM Systems Fail https://arxiv.org/pdf/2503.13657 今天看到这篇论文挺有启发 他们用 150 个任务测试 multi agent，发...
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Steven Joe Dev pfp
Steven Joe Dev
@stevenjoedev
test copilot
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Steven Joe Dev pfp
Steven Joe Dev
@stevenjoedev
what can you do @jamai
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Steven Joe Dev pfp
Steven Joe Dev
@stevenjoedev
what do you do @stevenjoetest01
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Steven Joe Dev pfp
Steven Joe Dev
@stevenjoedev
what do you do @stevenjoetest01
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Steven Joe Dev pfp
Steven Joe Dev
@stevenjoedev
what can you do @stevenjoetest01
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Steven Joe Dev pfp
Steven Joe Dev
@stevenjoedev
what can you do @stevenjoetest01
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Steven Joe Dev pfp
Steven Joe Dev
@stevenjoedev
AI is opening up exciting opportunities for small creators to grow faster than ever before. With tools that assist in writing, design, marketing, and analytics, creators can focus more on their vision and less on tedious tasks. It lowers the barrier to entry and gives individuals the chance to produce high-quality content without needing a big budget or team. In many ways, AI is becoming the great equalizer in the creative space. @stevenjoetest01
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Steven Joe Dev pfp
Steven Joe Dev
@stevenjoedev
Hello @stevenjoetest01
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Steven Joe Dev pfp
Steven Joe Dev
@stevenjoedev
GM @stevenjoetest01
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Steven Joe Dev pfp
Steven Joe Dev
@stevenjoedev
GM. AI Copilot is awesome @stevenjoetest01
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Steven Joe Dev pfp
Steven Joe Dev
@stevenjoedev
GM. AI Copilot is awesome @stevenjoetest01
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Steven Joe Dev pfp
Steven Joe Dev
@stevenjoedev
GM. AI Copilot is awesome @stevenjoetest01
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Steven Joe Dev pfp
Steven Joe Dev
@stevenjoedev
GM. AI Copilot is awesome @stevenjoetest01
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Steven Joe Dev pfp
Steven Joe Dev
@stevenjoedev
GM. AI Copilot is awesome @stevenjoetest01
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Steven Joe Dev pfp
Steven Joe Dev
@stevenjoedev
GM. Sketching is one of the purest and most expressive forms of art. With just a pencil and paper, artists can capture emotions, ideas, and entire worlds. There’s something raw and honest about a sketch—it doesn’t hide behind colors or effects, and that simplicity gives it a unique kind of beauty. Whether it’s a rough concept or a detailed portrait, sketching reveals the artist’s thought process in real time, making it a powerful medium for creativity and storytelling @stevenjoetest01
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Steven Joe Dev pfp
Steven Joe Dev
@stevenjoedev
GM. AI Copilot is awesome @stevenjoetest01
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Steven Joe Dev pfp
Steven Joe Dev
@stevenjoedev
GM. AI Copilot is awesome @stevenjoetest01
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