aikyou

Want to live a life of FIRE.💤
Canny Art founder.

[aikyou @AikyouIn]

Just made a quick video—don't just pass by, take a look! 👀
As an indie developer, promoting a product is no easy feat. 😭
#IndieDev #ProductPromotion #realtime #AIart #CannyArt #AI

[倪爽 @nishuang]

程序员的个人网站能有多酷？

Henry Heffernan 把个人网站，设计、开发成了一台可用的 Windows 95 电脑，不但可以在这台怀旧电脑上看简历、留言，还可以玩电脑桌面上的 Doom 游戏😆

用个人网站很好地展示了复古视觉风格、3D 设计、程序开发这三种不同技能

https://t.co/aCMhgfaSB9

#设计参考

[李韭二 @li9292]

这个视频已经开源👇

[yoyo @yoyo__AI]

才知道一个离谱小技巧。

把外区 Apple ID 添加到“设置-备忘录”里，

之后更新软件可以直接更新。

不用去 App Store 来回切账号。

[Paidax @xin_pai88825]

昨天视频发布之后，被问的最多的就是，你的视频 3D 运镜是怎么做的，所以马上就准备了这一期分享给大家。我的剪辑工具很简单，就用到以下三个。
1、 Rotato：主要用他 3D 样机动画做一些高级的运镜效果
2、 Screen Studio：使用它录制鼠标跟随的视频
3、剪映：剪辑视频。同时内置了超多的特效可以使用
我觉得这套组合是每个想做自媒体的人最快也是最容易上手的工具了～

[Amn || Designer @amnxnet]

This is one of the best launch videos I’ve ever seen…

[Filippo Carnevale @filippocarnvl]

created this video with couple of prompts

[prosku.a @proskuaaa]

voice note

[AI少年 @aehyok]

推荐的提示词 (Prompt)
角色设定： 你是一个精通 Remotion、React 和 TypeScript 的前端动画专家。

任务目标： 请帮我编写一个项目，使用 Remotion 视频组件，用于模拟我们在Vibe Coding时，使用终端（Terminal）中输入命令的过程。

核心要求：

视觉风格 (Visual Design)：
主题：使用纯白底色 (Light Mode) 的现代极简风格，不要用传统的黑色终端。
窗口样式：终端应当是一个悬浮的卡片，带有 macOS 风格的标题栏（红、黄、绿三个圆点按钮），并带有柔和的阴影 (box-shadow) 增加立体感。
字体：强制使用等宽字体（如 "JetBrains Mono"），保证代码对齐。
3D 效果：为了增加动感，终端窗口需要随时间有轻微的 3D 旋转 (Tilt) 效果，使用 perspective 和 rotateX/Y 配合 interpolate 来实现缓慢的悬浮感。
提示符：每一行命令前要有 ➜  ~ 提示符，颜色设为绿色或醒目颜色，命令文本为深灰色。
动画逻辑 (Animation Logic)：
打字效果：实现逐字输入的打字机效果。必须支持 退格键 (Backspace) 的模拟。如果在输入字符串中检测到 \b 字符，应当删除前一个字符，模拟打错字后删除重打的过程（例如：sull\b\b\b\bskills 应显示为先打错再回删）。
光标动画：在当前输入的行尾显示一个闪烁的光标（字符 ▍），闪烁频率约为 0.5秒。
多行处理：支持一个特定格式的 timeline 数组，区分 input（输入命令）和 output（命令执行结果）。output 应当瞬间显示，不需要打字动画。
离场动画：视频结尾时，终端窗口应通过缩放 (scale) 和透明度 (opacity) 逐渐消失，并伴随一个旋转飞出的动作。
音频同步 (Audio Sync)：
打字音效：根据打字内容，为每一个字符（包括退格）的出现精确同步机械键盘的敲击声 (mechanical-keyboard.mp3)。
音效随机化：为了听起来自然，键盘音效的 startFrom 或音调应有微小的随机变化，避免像机关枪一样单调。
背景音乐：全程循环播放一段低音量的背景音乐。
数据结构 (Data Structure)：
请定义一个 TerminalLine 接口。
包含字段：type ('input' | 'output'), text (内容), start (开始帧), speed (打字速度)。
请在
constants.ts
中提供一段演示数据，包含 cd, mkdir 以及一段带有 ASCII Art 的输出内容。
技术约束：
使用 remotion 的 useCurrentFrame, interpolate, Sequence 等钩子。

[Amn || Designer @amnxnet]

This is one of the best launch videos I’ve ever seen…

[开发者Hailey @IndieDevHailey]

还不知道小龙虾（OpenClaw）能干嘛的兄弟盟，建议直接去 fork 这个 GitHub！

作者整理了 30+ 个真实可落地案例，不是讲概念，是拿来就能跑的模板，普通人照着填内容都能用。

有哪些实用案例？

- 自动汇总你最爱的 Reddit 板块精华
- 抓取 YouTube 频道最新视频并生成摘要
- 聚合 RSS / X / GitHub / 全网科技资讯
- 帮你做市场调研
- 甚至跑完整个游戏开发流程

最厉害的这个：Polymarket 自动驾驶仪 —— 在 Polymarket 上进行自动模拟交易，支持回测、策略分析、每日业绩报告。

跑完这些case，你就是龙虾大王了 🦞

[PJ Ace @PJaccetturo]

Our $1,000,000 AI film festival submission 🚨

I took 6 top Hollywood cinematographers with ZERO AI experience and taught them a simple framework to master the tools.

You can easily learn this process in minutes 👇

Here are the exact tips, prompts, and framework we used: 🧵

[David Park @Davidjpark96]

How to go from 0 to $5M ARR profitably (step by step)

Here is every growth hack we used for each of our distribution channels:

- Organic Short-form content
- Influencer Marketing
- SEO
- Paid Ads

Organic Short-form content

The most important thing to remember in this new age of social media is that follower counts don’t matter at all

I would unironically sponsor a fresh account made this week vs a YouTuber with a million subs if they had similar views and I don’t even think it’s a controversial opinion

(especially when you consider that the famous YouTuber will charge you potentially 30x more for less results, but I would maybe even choose the new account if they were the same price)

The reason being that new accounts are highly volatile and if you put out a great engaging piece of content then it could easily go viral regardless of how many followers you have

But rather than finding and sponsoring these new accounts in your niche, you can just create these accounts yourself

You just need to follow this basic format:
1. Find a face for your account
2. Craft a viral video 'series'
3. Multiply your accounts

What would happen if BTS made a new TikTok account and started posting?

All videos on the new account would immediately go viral because the algo would push the videos back to their fans

Despite having zero followers, this new TikTok account will ‘behave’ as though it has hundreds of millions of followers

One great hack is to find someone who already has an audience of people that you know will convert, then ask them to create a completely new account to posts videos about your product

This is an amazing hack because creators are usually very open to this idea because it doesn’t dilute their main page, it’ll be way cheaper to pay for 20 videos on a new account every month vs 20 sponsored posts on their main account, and it’ll get way better results

For example we found a creator named Mengmengduck whose entire account at the time was teaching students how to write to employers and we paid him $4000 for 20 videos/mo

In our first month we got 7 million+ impressions, just as expected the videos on the brand new account were being pushed to the followers on his main account

When you get a new creator just follow this basic guideline:
- Repost vids on all platforms (Reels, TikTok, YT Shorts)
- Post 1+ videos per day
- Initially, post vids similar to what the influencer posts on their main account, then start experimenting with videos that feature your product
- We paid $4000/mo for MMD who had 500k followers, but you can get someone cheaper for similar results!

The entire goal when working with your creator is to find a viral “series” because a video that goes viral once will go viral again

You want a video that you can basically tweak slightly and repost multiple times a week that is still fun for the audience

Once you find a viral series, you can start creating new accounts but this time you don’t need to work with big creators, you can just find charismatic UGC creators because you’ve found content that is engaging and poised to go viral

Currently, we have about 5 different Jenni AI accounts all posting similar content

Many of our accounts have tens or sometimes just hundreds of followers and they just repost stuff from our main account

In some cases, the account with 48 followers gets MORE views than our main account with 55k followers...even when posting identical videos

Examples of viral series:
1. A guy tries to see how many sticks of spaghetti it takes to hold his weight. Then he tries to see how many coat hangers. Then he tries to use sheets of paper. Etc etc. All the same video, minimal effort but will go viral every time.

2. A guy drinks a cup of milk for every 1000 followers he has. Everyday it’s the same video where he drinks milk but people continually tune in because they want to see him suffer and drink hundreds of cups of milk. Will go viral every time.

3. For us we had “POV you have an essay due” and it was just a ridiculous plot of someone realising they have an essay due while they are taking a shit or right before they sleep or w/e and it always ended with them using Jenni AI to help them write their essay faster. Same video, slightly different 10 second intro each time.

Thinking of new viral video ideas are so hard, so just try to think of tweaking your few winning videos into “series” and just think about prolonging the lifespan of your content

The order of virality:
1. Have one account on each platform (TikTok, Instagram, YT shorts) and experiment with a ton of hooks and video ideas

2. Eventually you’ll get a video that goes viral after enough experimentation

3. Experiment and somehow turn that video into a “series”

4. Start tweaking and posting this “series” on multiple accounts

5. Translate and create the same video with creators that speak Chinese, Spanish, etc

6. Take the really mega-viral videos and sponsor other pages to repost them

7. Use the mega-viral content for paid ads

8. Eventually enough copycats will copy your video series and it’ll get played out and you restart at step 1

Our video series "POV: You have an essay due" has probably generated 300 million+ views overall

It was essentially the same video over and over, multiple times a week, yet they consistently went viral

That one video series made us over half a million dollars, and it was one of several video series’ that we were able to cook up

Influencer Marketing

Find influencers

- Go to your users' Instagram and see which influencers they are following. This should be easy if you’ve done user interviews correctly, if you have no social media handles of your users you should actually befriend your users and get to know them on a deeper level or you’re not going to make it

- Do this for several users and eventually you will find some influencers that are ‘popular’ among your target user demographic. Find these influencers and follow them all, it’s okay you only need 1-3

- Go to these influencer's profile and click "suggested similar accounts" and you'll get an easy list of hot leads that you can sponsor (you can continue to do this recursively for each new influencer that you find)

- Also, be sure to see what hashtags these influencers are using when they post and then follow those hashtags as well

- Once you have a list of influencers, create a new Instagram/TikTok account and manually follow & watch their videos all the way through and the algorithm will start automatically showing relevant influencers to you that you can then reach out to (this is a great way to lower the risk of getting scammed because the videos that show up organically on your FYP are less likely to be accounts that have bought followers/views)

- On your new account, you want to be on the hunt for smaller influencers, if a new-ish account has multiple videos with 100k+ views, it's absolute GOLD

- Once you have a list of influencers who you are ready to partner up with, you can begin reaching out to them

Reach out to influencers

- DMs > emails = higher response rate (at least for us)

- All messages need to be as detailed and tailored as possible, but most importantly as CONCISE as possible. This balance is hard but you’ll get a better feel for this as you notice what gets ignored and what doesn't

- Demonstrate that you’re genuinely a fan of their content and that you’re excited to partner up. This is such a low bar but few founders actually put in the effort.

- Why should they partner with you? Why will their audience love your product? Don’t talk about dumb shit like how many employees your company has or what round of fundraising you’re at (I suggest not talking about those vanity metrics in any situation, but I digress)

- Make sure to indicate somewhere in the message that this is obviously a PAID promotion, influencers are constantly inundated by people who are begging them for free shoutouts or weird affiliate partnerships

- Expect more than 50% of influencers to not respond, but this % is very volatile depending on what industry you’re in, and how cool/well-known your product is

- The good news is, as more influencers talk about your product it gets easier and easier to convince them to promote your product because they have heard of it before (unknown products could be risky or straight-up scams)

Negotiate

- The highest priority is to align the incentives between you and the influencer. You should both want a banger video that converts

- Never pay upfront for videos (pay half upfront at most). Most influencers are fantastic people but some influencers will just try and drop a half-ass video once they get their check

- Try to split the payment so that some % comes from the number of conversions that they bring (you can track this via coupon code or UTM link). If they don’t want to do that, try to at least have some affiliate bonus

- Ask for their viewer demographics see which countries are viewing their content and compare that with the conversion rates of those countries for your product

- See previous sponsored content that they’ve posted and see how those videos performed vs their usual content

- Negotiate the deal so that either they only receive some/all of the payment if it reaches a certain # of views (or a certain # of coupon code redemptions)

- Don’t listen to these absolute garbage articles that tell you to pay based on the number of subscribers/followers that they have. The sole question you should be asking is, will they convert or will they not (at least in the early stage of your startup).

Post content

- You can’t use a general content strategy for all of your influencer partnerships because each influencer has a certain type of content that their audience likes. Your content can’t deviate too far from it or else it will have terrible watch times and you’re basically paying for a dud

- If you don’t have experience with social media or making engaging content, just let the influencer make the video and then you approve it (after aligning your incentives, as we discussed in the last step)

- One important note is that views are irrelevant, we’ve had videos that got 30 MILLION views and gave us barely any conversions, whereas a video with 50k views converted like hotcakes. The video should make the viewers excited about what you’ve built not just have them hear what you made and then forget about it the second they scroll to the next video on their For You Page

-When in doubt, don’t be afraid of your video looking like a straight-up ad, even if it gets less views it will convert better than an influencer casually talking about your product for 15 seconds in a random “Day in the life” vlog

Final tips

- The biggest risk with influencer marketing is sponsoring a dead video or a video that gets a few hundred views or a few thousand views in low-converting countries. For that reason, make a portfolio of bets instead of hunting for the perfect deal. Do not allocate all of your marketing budget to a few large influencers

- If the account has high conversion potential, but the first video flops, don't be afraid to run it back again (often times you can get a better rate on the second video if the first video does poorly)

- You should be casting a large net and then doubling down on the winners and gathering data to get better at predicting which influencer would be great to sponsor

- One good influencer partnership can make up for several influencer partnerships with negative ROI

- The ultimate goal is to build out your influencer marketing arm and then bring on somebody to help run it so you can focus on other aspects of growth.

- You need to have all of your insights and data figured out so that when you bring somebody on, they can take your insights and devote all of their time to become even better than you are at influencer marketing.

SEO

SEO is a tricky one because it can take so long to see results

That’s why I would never start with SEO because in the early-stages you want fast feedback cycles and SEO is the furthest from it

But the flip side is, when you really need SEO, you probably should’ve started on it 6 months prior to that point

For that reason my ideal order of what growth channels I would focus on is: Organic Short-form -> Influencer Marketing -> Paid Ads

And at any point when I felt like I had a deep understanding of who my powers users were I would start work on SEO and do it concurrently with whatever growth channel I was working on at that point in time

Here are some growth hacks for when you do start SEO work:

1. Taking featured snippets

Sometimes you'll be ranking low on the first page, not getting much traffic. Pushing yourself to the top of the page can take a lot of effort and investment, but there's a way to get there almost immediately.
If the search term you're looking to rank for has a featured snippet, you can often easily take over the first spot by just tweaking your content to answer the query more precisely.

The chances are your content already answers the question well enough, but it's just not written in a way that Google realizes it. Use definitive phrases like "The answer is Yes, you can do X". Use bulleted or ordered lists to make the answer concise and clear.

To find these opportunities, you can plug your domain into a tool like Ahrefs, Semrush or Search Atlas and filter the keywords you are ranking for by the SERP containing a featured snippet.

To keep it simple:
* Plug your domain into SEO tool (ahrefs, semrush, searchatlas)
* Look at keywords you're ranking for already
* Filter results by the criteria of containing a featured snippet in the results
* Tweak your content to answer the query in the best way possible
* Jump from position 3-10 to 1

2. Increasing brand name searches
Brand searches helps legitimize your startup in Google’s eyes and will help your content be seen as “trustworthy”.

With this in mind, for your SEO you should be engaging in other marketing activities that necessitate brand searches.

To keep it simple:
* When doing organic social media marketing, encourage users to search out for your brand name instead of directly typing in the URL
* When doing paid social marketing, utilizing view-through or engaged-view conversions to still track conversions made via Google searches so you can still optimize the social campaigns while reaping the SEO benefit.

3. Make it easy for search engines to understand your website
Search engines have gotten a lot better at understanding messy websites, but that doesn't mean you shouldn't make it as easy as possible for them.

Adding schema to your pages and giving clear cut definitions to your content can make it incredibly clear to any bots crawling your site what your site is about and what it is doing.

The more the better, we've had a lot of limitations with this as we're using Framer and we've found some types of schema quite hard to implement. However, we've done what we can and any type of schema is better than nothing (as long as it's accurate)

To keep it simple:
* Add relevant schema to any page that is suitable
* Mark up your landing pages with FAQ data, mark up your blog posts with article data.

4. Accurately estimate your ROI from search engines
It's been a long time since Google allowed us to see which keywords led to conversions in Google Analytics, however it's super important to get as accurate of a picture as possible.

Many people will simply look at reports and anything under the "organic" or "search engines" column, they'll count as an SEO conversion. But that's simply not true, and it severely misinforms you.
By the nature of the tracking, it's impossible to differentiate between branded conversions and non branded conversions with SEO.

The closest we've been able to get to do this is with a custom tool, but you can replicate it manually as well
* Log into search console
* Select your time period
* Export your clicks for each query
* Remove all branded queries
* Go to your paid ads (preferably Google ads) platform and note down your conversion data.
* Slightly lower the conversion percentage (because paid typically converts better than organic, as you're bidding based on a lot of other targeting metrics too)
* Tally up all the clicks from search console
* Use the conversion percentage from paid ads (slightly lowered)
* Calculate the amount of conversions you have received from SEO (excluding brand)
* Times this by the average LTV of your customer

This is a much closer metric to reality than anything reported by any reporting software, especially if you have a lot of branded searches like us

Paid Ads

Founders will tell me their marketing strategy and marketing spend and sometimes I’ll be shocked

Many are going to end up spend a sizable portion of their entire investment on google/meta ads, and the worst part is they aren’t even acquiring users at a profit, which genuinely makes me nauseous

Especially in the early-stages, I honestly wouldn’t be burn ANY money on paid ads and only spend after some social media marketing first

This is because data is key when it comes to paid ads and you want as much accurate data as possible to feed into the ad platforms

The algorithms work very well, but they need data to make the right decisions, and you can get this data from other growth channels before starting paid ads

Why paid ads after influencer marketing and organic content:

1. From influencer partnerships and organic short-form you will have a bunch of creatives that you can work/experiment/rework for paid ads

2. You get valuable customer feedback in the comments of your posts (how do target users describe your product, what they compare it to, what they like/don’t like about your product) which can be leveraged for ad copy and positioning

3. You can use the data from your social media partnerships to have better targeting for your ads on day 1 (what countries convert better, what’s the LTV of each country, what types of users are ideal to market to, etc)

4. In early-stages your budget won’t be big enough and you won't be able to spend enough on Meta to get enough data for targeting based on purchase conversions

We only scaled paid ads after:
* PMF (Product Market Fit)
* 3x LTV to CAC (we pay less than $1 for every $3 you make from ads)
* Short payback period (we make back our money in less than 3 months)

Lastly, take special considerations of both the entire user journey and the landing page before you crank up adspend

If your landing page isn’t persuasive + effective it’ll not only get less conversions you will also pay more for each click. In Google it improves the relevancy score and in Meta it improves the quality ranking. An easy win is also just to speed up the loading time of your page, this can directly effect the quality score of your ads and will also lower spend per click

Again, do not do paid ads until later in your startup’s lifecycle

It requires a larger budget, more data, and typically has higher cost per acquisition than other channels that you can start with

I personally also think it’s just the most boring growth channel so don't deprive yourself of the joy of figuring out the other fun ones first haha

Conclusion + Final Tip:

For every level there is a new devil

As you scale up your paid ads, your cost per acquisition will continue to creep upwards

As you scale your influencer marketing you may actually run out of influencers to sponsor for your target user demographic

There’s always some content strategy that stops working on your social media accounts, or a random Google update that threatens to fuck your rankings

At each stage of scaling you’ll come across a myriad of issues that can only be solved by specialized knowledge and intense focus

Scaling to $5M ARR is too difficult for one man to do (unless you’re the Lisan Al Gaib of startups)

Now that you’ve read this entire guide you can just choose which growth channel to start with and throw your whole weight into it until you solve it and you can move to the next one

Once you start acquiring users profitably with that first growth channel, find someone who either has the skillset to take over or someone who you can train to take over

This is a critical step

To get to $5M ARR you need to know how to find, hire, and retain amazing talent

This could be an entire post on it’s own because hiring is so tricky, but I will say that I highly highly bias towards resiliency + speed over experience

Why do I care if a candidate has 15 years of digital marketing experience?

Half of our marketing work has to do with short-form content and you could’ve only become an expert in short-form (TikTok, Reels, YT Shorts) in the last 3 years anyways

A young marketer with TikTok brain rot who has a great work ethic will often times outperform the “established” digital marketing agency with a ton of fake google reviews

Today, our entire marketing team is just 3 people (me included), and I couldn’t have gotten anywhere close to $5M ARR without them

Thanks to my growth team composed of Justin and Luke who are rockstars at what they do and helped flesh out a lot of the strategies on this post

Since you’ve made it all the way to the bottom I’ll tell you one final secret

Look at the bottom right of this tweet and count the bookmarks

How many of those people will actually read this whole thing? 10%?

How many of them will then actually try to implement some of the strategies I wrote about here? 10% of the 10%?

How many of them will continue to try 1 year from now when these marketing tactics help them uncover deep flaws in their product? 1% of that?

This post will be read by hundreds of thousands of people but ultimately it will only be properly utilized by literally one or two of you

I hope you are that one person that I wrote this for and I hope you can go on a similar fantastical journey that I got to experience

Good luck!

[加密小师妹|Monica @Monica_xiaoM]

Gemini3.0的发布如同工业时代突然出现在纺织厂女工面前，一台冒着热气的巨型怪物般的机器，给我产生了降维打击般的心理冲击。

尽管我也知道席卷全球的AI浪潮来到区块链，目前还是一块贫瘠的土壤，大部分项目阶段停留在白皮书上制造新概念，实际应用还无法落地。

在我的手牌范围内，今年还有两个AI类项目马上也要迎来重大时刻了，最近的是 @Talus_Labs ，今天公布空投查询。同时还推出了他们的代码平台Talus Vision。

意图其实也很明显，项目方想在TGE 之前实现更多应用落地，在当下的行情推高TGE预期。不过，确实还是有效果的，海外社区迎来了一波讨论和热度。

首先，Talus Vision 是去中心化自动化协议 Nexus 的可视化构建平台，它允许开发者通过类似 N8N 或 Langflow 的“拖拽式”图形界面来编排 AI 代理的工作流。
所以简单来说，目前跟我们普通用户关系不大，只是针对开发者的，面向非技术用户的版本正在开发中。

它的工作原理与传统工具不同，它不仅仅是在服务器后台运行脚本，而是能够将集成了 AI 模型（如 ChatGPT）、Web2 社交操作（如发推）以及 Web3 功能（如 Walrus 存储）的复杂逻辑，直接编译并部署为 Sui 区块链上的 Move 智能合约对象，从而在链上真实地运行这些自动化任务。

对于我们用户而言，它最大的吸引力在于让 AI 代理变得“看得见、摸得着”且“可审查”。这意味着，未来当你打算把资产交给一个 AI 机器人管理时，你不再需要盲目信任开发者的一面之词，因为你可以直接在链上查看它的决策逻辑，确切知道它在什么条件下会执行操作，资金流向完全透明，可审计且不可篡改，告别“黑盒”担忧。

随着Gemini3的发布，AI 的生产力又上了一个台阶，用户和开发者之间的壁垒也被进一步模糊。我相信过不了太多时间，仅靠高大上的叙事，与链上技术只存在一个钱包关系的空壳AI Agent 就要逐渐被市场淘汰了。

Talus Vision的推出可以说正好顺应了市场需求，自主智能体成为链上经济主体的未来，或许并不像我们想象中那么遥远，至少这块贫瘠的土壤马上要迎来第一颗种子的滋润。
#TalusLabs #CryptoAI

[Tonys🔸Tucker @Baby__BTC]

AINFT AI领域规划：聚焦AI Agent与AI工具类产品

今天跟大家聊聊@OfficialAINFT 在AI领域的最新规划。作为波场TRON生态的核心AI基础设施，AINFT从传统的NFT项目升级而来，现在重点转向构建加密AI经济新生态。我们推出了一系列产品线，包括AI Agent和AI工具类产品，旨在让开发者、创作者和普通用户都能轻松接入AI世界。下面我来简单介绍这些产品及其功能，顺便说说它们能给用户带来什么实际帮助。

1. AINFT Agent Framework（AI Agent多功能框架工具箱）

• 核心功能：这是一个专为开发者设计的框架，支持快速构建和部署AI Agent。你可以轻松集成各种AI模型，实现自动化决策、内容生成和交互逻辑。框架内置模块化工具，支持自定义扩展，还能无缝连接TRON链上资产。

• 对用户的帮助：如果你是开发者，这工具箱能大大缩短开发周期，从几天变成几小时，避免从零搭建的麻烦。最终，你能创建出高效的AI代理，帮助你在DeFi、社交或游戏场景中自动化操作，提升效率和竞争力。

2. AINFT Nova（一键式AI Agent项目生成器）

• 核心功能：用户只需一键，就能创建个性化的AI Agent及其配套代币。生成的Agent可以集成到Twitter、Telegram、Discord等平台，支持自动化发布内容、智能回复评论，甚至管理社区互动。Nova还支持AI模型训练和优化，确保Agent越来越聪明。

• 对用户的帮助：对普通用户来说，这超级友好！比如你是内容创作者，Nova能帮你24/7管理社交账号，回复粉丝、推送更新，解放双手。创作者还能通过代币化Agent，实现变现，让AI成为你的“数字助手”，带来被动收入和更高效的社区运营。

3. AgenTX（AI交易代理平台）

• 核心功能：基于LLM（大语言模型）的交易工具平台，包括DID（去中心化身份）框架下的AI代理、DeFi智能发现系统和量化交易模块。用户可以设置AI代理自动执行交易策略、监控市场，并生成报告。

• 对用户的帮助：交易者们注意了！AgenTX能帮你实时分析市场数据，避免情绪化决策，降低风险。尤其是新手，能通过AI代理学习专业策略，提高收益。同时，它强化了隐私保护，让你在加密世界更安全地操作。

4. AINFT Grid（AI计算资源网络）

• 核心功能：这是一个分布式计算网络，整合全球闲置资源，为AI模型训练和推理提供高效支持。支持大规模部署AI Agent，并确保低成本、高性能的计算环境。

• 对用户的帮助：对需要大量计算的开发者或企业，这能大幅降低成本——不用买昂贵硬件，就能训练复杂模型。普通用户也能受益，因为Grid让整个生态的AI工具运行更顺畅，最终带来更智能、更实惠的AI服务。

AINFT的AI规划不是空谈，而是实打实的生态重构。AINFT的目标是构建一个AI Agent自治经济体，让每个人都能参与其中。通过这些产品，用户不只获得工具，还能实现价值闭环：从创建AI到变现，再到社区治理。波场TRON生态将因此加速智能化跃迁！

@justinsuntron @OfficialAINFT #TRONEcoStar

[宝玉 @dotey]

通俗易懂的解释 LLM，RAG 和 AI Agent 的差别，以下内容为原推的翻译：

我终于明白了LLM、RAG和AI智能体的区别

过去两年里，我一直在搭建真正落地的AI系统。现在，我终于清楚了：

LLM（大语言模型）、RAG（检索增强生成）和AI智能体（AI Agents），根本不是互相竞争的技术，而是构成同一个AI智能系统的三个层次。很多人用错了方法，把它们当成互斥的工具。

---

> 大语言模型是“大脑” <

LLM 就像AI的脑子，它会思考，会写作，也懂语言。但问题来了：它是冻结在某个时间点的。

比如 GPT-4，它的知识截止到训练结束的那一天。你问它昨天的新闻发生了什么？那可就瞎编了。

大语言模型很聪明，但却不了解“现在”正在发生的事。

---

> RAG是AI的“记忆” <

这时候就需要 RAG（Retrieval-Augmented Generation，检索增强生成）了，它相当于给大脑接入了“外置内存”。

当你提问时，RAG会先去外部数据库或文档里搜索，把相关资料抓出来，再丢给大语言模型作为上下文。

这样一来，原本静态的模型一下子就“活”了：

- 有最新的数据
- 有真实的事实
- 完全不需要重新训练模型

最关键的是，准确率立刻就提高了。大语言模型不用再靠记忆乱猜，而是真正地在实时检索到的信息上进行推理。你甚至还能追溯每个答案到底用了哪些文档。

---

## > AI智能体是AI的“行动力” <

尽管LLM能思考，RAG能提供新鲜的数据，但它们都缺乏真正的行动能力。

这时，AI智能体（AI Agents）出场了。它在大语言模型的外面套上了一个控制循环：

- 设定目标
- 规划步骤
- 执行行动
- 回顾反思

AI智能体并不仅仅是回答问题那么简单，它能自主地去研究一个话题、收集数据、撰写报告，甚至帮你发邮件，全程自动化。

---

> 真正的生产级AI，要同时用好这三者 <

很多酷炫的AI展示，其实只是单纯用了LLM再配上花里胡哨的提示词。但真正能落地的AI系统，往往同时结合了这三个要素：

- LLM 提供推理和思考能力
- RAG 确保知识准确而新鲜
- AI智能体 则提供行动和决策能力

---

> 如何选用这三者？ <

- 只用LLM
如果你需要纯语言的任务，比如写作、摘要、解释。

- LLM + RAG
如果你需要回答涉及特定文档、技术手册、专业领域知识的问题，并确保答案准确无误。

- LLM + RAG + AI 智能体
如果你需要真正的自主行动，比如系统自己决策、执行任务、管理复杂流程。

---

> AI的未来，不是选哪一种，而是如何把这三层架构起来 <

记住这个公式：

- LLM负责思考
- RAG负责知识
- AI智能体负责行动

真正的AI智能系统，就是这三者协同起来，形成一个完整的智能架构。

[沉浸式翻译 @immersivetran]

Google 刚发布了 AI Agent 构建指南

老规矩已经翻译成中文版和中英双语版，文末提供下载

1. AI Agent到底是什么？

2. 如何组装一个AI Agent？
大脑 (模型)
双手 (工具)
记忆 (数据架构)
行动计划

3. 如何让Agent靠谱，不说假话？

4. 如何确保Agent上线后不出乱子？

核心理念：不能只靠感觉来测试Agent好不好用，必须建立一套像管理软件工程一样严格的流程，这就是AgentOps。

关键步骤：
严格测试：不仅要测试最终答案对不对，还要检查它的“思考过程”（即行动轨迹）是否合理。
持续监控：Agent上线后，要实时监控它的表现、成本和用户反馈，及时发现问题并优化。
安全负责：从设计之初就要考虑安全、隐私和偏见等问题，确保它不会被滥用或造成伤害。

原版：
https://t.co/S5odksv0mp
中文版：
https://t.co/GfvKC7B6rT
双语版：
https://t.co/8hxXUIKMk1

[aikyou @AikyouIn]

@eze_is_1 我是玩拼豆的！试用了一下，稳定性有点差。最重要的是没有坐标和颜色标记，所以没办法当成真的图纸用。借图解释一下，图纸需要到这个程度才能去复刻使用👇

[张张张子恒 @Hoenheimer]

更新一下目前团队用到的工具，顺便做一波推荐：
Sentry：用来抓虫和做卡顿分析；
SetApp：目前设计和运营高频使用的工具都在其中，Paste（全局剪贴板）、Unclutter（文件中转站）、CleanShotX（截屏标注）、Mockuuups Studio（套壳）、Downie（万能下载器） 都是目前完全离不开的工具；
Figma：设计和交付研发（今年之前一直用 Zeplin 交付标注和切图，设计规范以后，发现这玩意儿存在感越来越弱，不如直接让研发用 figma）；
Linear：越用越香的项目管理工具，前年开始用后已经离不开了；
Eagle：用来收集好看的设计，把 Eagle 的资源库放到共享文件夹里，就能实现跟团队成员一起收集一起看（对设计师来说，「多看」这一步非常必要）；
RevenueCat：用来追踪并分析订阅（但我不咋用分析功能，我用 RC 就是为了在有新的订阅产生时听「支付宝到账 xxx 元」…）；
Freepik：设计资源库，里面有大量 PSD、AI 源文件，如果团队有平面设计需求，这个站点就很香了；
UI8：获取各种 UI kit 和设计资源；
Mobbin：有些交互控件拿不准的时候，我就会去上面看看成熟产品是怎么做的，设计师和产品经理学习的一个宝库；
Vitepress：产品的使用指南用到了这个，部署简单+样式好看；
PaywallScreens：设计订阅页时，可以去里面找找灵感；
飞书：IM+文档协作，取代了之前的 Notion，飞书的多维表格除了长的一般，现在也挺好用；

先写这么多，后面有用到新的工具再来更新~

[摆烂程序媛 @wanerfu]

iPhone上的“备忘录”App是最强大的工具之一。

但99％的人不了解它的真正潜力。

这里有12个你必须了解的惊人功能：

[aikyou @AikyouIn]

@zkyo MUJI Labo 防风抗水裤、Montbell