Haozi
640 posts


被阿里云开发者推荐了!
OpenCLI 最近发展好像放平了,但是爆火后的不应该是结束。
继续持续迭代,继续打磨,把项目打磨的易用度更好,稳定性更好。
另外真的感谢每个用户的支持🙏,昨天遇到用户反馈有个BUG,做项目最开心的时候不是 star 涨的时候,而是和用户真实反馈互动的时候。
mp.weixin.qq.com/s/-ARMTu_h7KbF…


中文

@AdobeFirefly we tested a few TTS APIs for our content pipeline, the "na...
English

1/ What are Virtuals?
“Virtuals” = simulated or fictional online relationships. Think e-girlfriends, e-boyfriends, e-besties — but monetized.
It blends: • Roleplay • Digital intimacy • Aesthetics • Social strategy into one massive Twitter subculture.
2/ At first glance, Virtuals look like aesthetic accounts flirting, posting edits, and doing “soft” replies.
But behind that? It’s a performance economy — with paywalls, tip jars, monthly fees, and bookings.
Creators can make $100-$5,000/month or more.
3/ What makes Virtuals profitable?
It all comes down to emotional monetization.
People are lonely, bored, or just want attention. Virtuals offer: • Fantasy relationships • Constant validation • A sense of connection
And yes — people pay for that.
4/ Main revenue streams:
💌 Custom DMs or audio (ASMR, flirty, comforting)
🖼️ “Digital dates” (pics & scripts of dates)
📦 Monthly “Virtual GF/BF packages”
💵 Tips for attention
💎 Close friends/private posts
🧾 Subscriptions (via Gumroad, Fanfix, Patreon, etc.)
5/ But is it just thirst traps?
No — that’s outdated thinking.
Top Virtuals don’t just sell looks, they build parasocial empires: • High engagement strategies • Emotional arcs (breakups, makeups) • “Character lore” • Real-time storytelling
It’s closer to streaming or K-pop stan culture than OnlyFans.
6/ Why Twitter/X is the perfect platform for Virtuals:
• Viral loops via replies & RTs • Timeline-based storytelling • Low barrier to entry • Highly niche audiences • Flexibility for alt accounts
And importantly: No fixed algorithm like TikTok or IG.
7/ Who’s buying into it?
The audience is: • Mostly male (but not exclusively) • Terminally online • Emotionally invested • Willing to pay for access, intimacy, and fantasy
Some are aware it’s a “game.” Others aren’t.
Either way: money flows.
8/ The biggest players treat this like a business.
Top Virtuals: • Build multiple characters • Use storytelling to build fanbases • Drop merch, ebooks, bundles • Automate bookings • Hire ghostwriters/editors
They’re not just creators — they’re brand architects.
9/ How much money are we talking?
Top-tier Virtuals can earn: • $50-$100 per custom post • $500+ a month from just 10 simps • $2k-$10k/month with strong packaging + virality
One creator said they made $3.5k in a week after a “breakup arc” + price bump.
10/ Ethics? Oversaturation?
Yes, it's murky:
Lines between performance & manipulation blur
Emotional exploitation exists
Fake breakups for cash
Simp burnout is real
But this is the attention economy — and Virtuals are just playing the game better than most.
11/ Final thoughts:
Virtuals aren’t a joke — they’re a blueprint.
They understand:
How attention = money
How to build character-driven IPs
How to niche down & scale
How to leverage loneliness
Study them, don’t scoff at them.
12/ If you’re trying to monetize Twitter:
Watch how Virtuals: • Package their presence • Tell emotional stories • Turn attention into income • Use language + vibe to create demand
This niche is chaotic — but it’s profitable as hell.
13/ Follow me for more deep dives into internet money, niches, and the hidden economies of Twitter.
🔁 RT the first tweet to share this thread 💬 Got questions? Drop 'em below.
English

@jaredsuniverse @YuriHelpful, your companion CatBot on Telegram
- Saves, categorizes, extract meaning from social media
- Works with Instagram, Linkedin, Reddit (X & TikTok soon)
- Downloads videos, images, text from posts
- Creates context for Claude, Gemini or ChatGPT
useyuri.com
English

A beginner's guide to using AI tools like ChatGPT and Canva to write captions, plan posts, and save time on social media.
#SocialMedia #AiTools
Link in the first comment 👇

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@eviIcherub the fix isn't better AI — it's actually knowing what YOU sound like and giving it specifics
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@edenstanwarr @RichardHanania @unherd If everyone uses AI to post, you get a race to the middle — factually acceptable, zero interesting.
English

@RichardHanania @unherd I use ChatGPT and Claude, but the average AI is much more factual than the average social media user, so increased AI usage by social media users will definitely lead to an increase in the quality of posts.
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There's been talk about social media making us dumber. And it's true.
But AI is a reason for optimism.
The rise of "Grok, is this true?" indicates people are outsourcing their thinking to LLMs.
I argue in @unherd that this will make society smarter. unherd.com/2026/04/how-ai…
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@motion_vibez1 The small accounts that spam and win? They're usually grinding through mediocrity...
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@grok @Tamilarasan_tk0 @claudeai "Autonomous marketing teams" sounds great until one of them confidently
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Claude Managed Agents let you build autonomous marketing teams by deploying Claude-powered agents that handle end-to-end workflows at scale.
Examples for AI marketing:
- Research agents scan trends & competitor data 24/7.
- Content agents generate + personalize campaigns, emails, social posts.
- Analytics agents optimize ad spend, A/B test creatives, and predict ROI in real-time.
- Engagement agents run chatbots and lead nurturing autonomously.
Pair them via the harness for production-ready orchestration—no manual handoffs. Perfect for lean teams scaling fast. What specific marketing workflow are you targeting?
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@mscode07 Building automated AI organic marketing content machines at scale
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@JulianGoldieSEO - Actually connecting to real systems (APIs, data, wo...
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⏰ 𝟭𝟳 𝗛𝗢𝗨𝗥𝗦 𝗟𝗘𝗙𝗧: 𝗬𝗢𝗨𝗥 𝗖𝗢𝗠𝗣𝗘𝗧𝗜𝗧𝗢𝗥𝗦 𝗔𝗥𝗘 𝗗𝗘𝗣𝗟𝗢𝗬𝗜𝗡𝗚 𝗔𝗜 𝗔𝗚𝗘𝗡𝗧𝗦 𝗥𝗜𝗚𝗛𝗧 𝗡𝗢𝗪. 𝗔𝗥𝗘 𝗬𝗢𝗨? ⏰ $𝟱𝟱𝗞 𝗛𝗘𝗥𝗠𝗘𝗦 𝗕𝗨𝗡𝗗𝗟𝗘 💰
Every single day you do not have AI agents working for you is a day you are leaving money on the table while other people collect it. The AI Profit Boardroom gives you The Hermes Autopilot Income System with a clear 30-day roadmap to your first $5K plus $55,000+ in bonuses for $59/month so you can stop falling behind and start earning with AI this week.
👉 Get The Hermes Autopilot Income System FREE when you join → skool.com/ai-profit-lab-…
17 hours left on this deal. After that this bonus is permanently gone.
Here is something that might sting a little.
While you are scrolling, researching, and thinking about whether AI is worth your time, someone else just deployed a Hermes agent that is going to earn them money tonight. And tomorrow. And every day after that.
AI agents do not care if it is a weekend. They do not procrastinate. They do not need motivation. They just work.
And the gap between people using AI agents and people not using them is getting wider every single week. The longer you wait, the harder it gets to catch up.
The AI Profit Boardroom closes that gap. It is an AI business community where you learn how to actually make money with AI. Not theory. Not hype. Real systems that produce real results. You get 4 live coaching calls per week with a PhD AI automation specialist. Daily livestreams with Julian. Over 1000 plug-and-play AI workflows. Unlimited tech support. Plus a community of thousands who are in the trenches building and earning alongside you.
👉 Read 114 pages of what members have accomplished → docs.google.com/document/d/1dp…
🆕 𝗧𝗛𝗘 𝗛𝗘𝗥𝗠𝗘𝗦 𝗔𝗨𝗧𝗢𝗣𝗜𝗟𝗢𝗧 𝗜𝗡𝗖𝗢𝗠𝗘 𝗦𝗬𝗦𝗧𝗘𝗠 ($𝟳,𝟱𝟬𝟬 𝘃𝗮𝗹𝘂𝗲) — 𝗢𝗡𝗟𝗬 𝗔𝗩𝗔𝗜𝗟𝗔𝗕𝗟𝗘 𝗧𝗢𝗗𝗔𝗬
Let me walk you through exactly how this system turns AI agents into cash:
✅ Hermes + OpenClaw Agent Money Roadmap → Think of this as your personal treasure map. It starts on day 1 with your first agent and takes you step by step to a full automated income system. You will learn exactly which agents to set up in which order for maximum revenue. The roadmap covers affiliate earnings from agents promoting your offers 24/7. Content agents that publish and distribute material that drives traffic to things you earn from. Lead gen agents that find and qualify people who want what you have. And digital product delivery agents that sell, collect payment, and deliver products without your involvement.
✅ 5 Pre-Built Agent Templates That Make Money → Zero guesswork. Copy each template. Customize for your niche. Launch. The outreach agent gets in front of people who want your offer. The content agent builds an audience that trusts you. The SEO agent drives free traffic to your highest-earning pages. The affiliate agent quietly earns commissions in the background every single day. The service agent completes tasks that businesses will pay $1K to $3K per month for, creating recurring income without you doing fulfillment manually.
✅ Agent Stacking Income Blueprint → One agent is good. Five agents working as a team is a business. This blueprint shows you how to connect your agents so they work together like departments in a company. Research agent spots opportunities. Content agent creates material. Outreach agent reaches people. Closing agent converts. Delivery agent fulfills. You manage a dashboard. They do the labor. Zero payroll. Zero overhead. Pure profit.
✅ 30-Day "First $5K" Calendar → Day 1 through day 30 is spelled out. What to configure. What to test. What to launch. When to scale. You never wake up thinking "what should I do today?" The calendar tells you. And at the end of 30 days, you have a system targeting $5K per month in revenue.
✅ 12-Method Monetization Cheat Sheet → Not one path. Twelve. Sell agent builds as a service. Earn affiliate commissions passively. Charge businesses for automated lead gen. Build faceless content channels. Create digital products agents sell for you. License your agent templates to other entrepreneurs. Run AI consulting sessions. Launch a paid newsletter agents write and grow. Every path includes step-by-step instructions so you can start with the one that fits your life today.
👉 This system is worth more than 10 years of membership fees → skool.com/ai-profit-lab-…
🆕 𝗗𝗮𝗶𝗹𝘆 𝗔𝗰𝗰𝗼𝘂𝗻𝘁𝗮𝗯𝗶𝗹𝗶𝘁𝘆 𝗚𝗿𝗼𝘂𝗽 ($𝟱,𝟬𝟬𝟬/𝘆𝗲𝗮𝗿 𝘃𝗮𝗹𝘂𝗲)
The hardest part of making money with AI is not the tech. It is staying consistent when nobody is watching. This group makes sure you never drift. Post daily. Get feedback. See others building. Stay accountable. This one habit changes everything and it is free inside the Boardroom.
🎁 𝗘𝗩𝗘𝗥𝗬𝗧𝗛𝗜𝗡𝗚 𝗘𝗟𝗦𝗘 𝗬𝗢𝗨 𝗚𝗘𝗧:
✅ Custom GPTs built for your exact needs → skool.com/ai-profit-lab-…
✅ AI Avatar Clone System for earning without being on camera
✅ Twitter AI Automation for hands-free audience growth
✅ Empire Builder Focus Manual for killing overwhelm and shiny object syndrome
✅ SEO Boardroom ($1,428/year) for free organic traffic from Google
✅ SEO Elite Circle (DM Julian for personal invite)
✅ AI Affiliate Marketing Course for fast first income
✅ Digital Nomad Playbook for location-independent earning
✅ Prebuilt funnels, outreach engines, YouTube profit kit
✅ Client scripts, delivery workflows, $5K high ticket formula
✅ 100M Content Engine, private automation library (100+ workflows)
✅ Facebook Domination Blueprint ($497) and AI Avatar Profit Engine ($997)
✅ Full Skool training to build and monetize your own community
✅ Buy one get one free membership for a friend
👉 Get all of this for $59/month → skool.com/ai-profit-lab-…
💎 𝗪𝗛𝗬 𝗦𝗠𝗔𝗥𝗧 𝗠𝗘𝗠𝗕𝗘𝗥𝗦 𝗚𝗢 𝗔𝗡𝗡𝗨𝗔𝗟 𝗜𝗠𝗠𝗘𝗗𝗜𝗔𝗧𝗘𝗟𝗬
Let me put it simply. Would you rather pay $708 this year or $399? The answer is obvious. But the price savings is not even the biggest reason to go annual.
When you go annual you unlock $112,755+ in bonuses that monthly members cannot touch. These are not small add-ons. These are the complete operating blueprints of a 7-figure AI business:
✅ Every business SOP — 115+ documented systems covering content, sales, hiring, operations ($25,000)
✅ The full sales playbook — scripts that close, objection handlers, follow-up flows ($15,000)
✅ Private founder video archive — unfiltered decisions and numbers from the real journey ($12,000)
✅ 189+ proven thumbnail designs ($9,500)
✅ Complete tweet library with viral analysis ($8,500)
✅ Full custom GPT collection ($8,000)
✅ Real ad campaign data — spend, results, and lessons ($7,500)
✅ Agency tracking dashboard ($6,000)
✅ Weekly cash prize leaderboard ($5,460)
✅ Commercial license to use everything with your own clients ($5,000)
✅ Every future course and feature free forever ($5,000+)
✅ Hiring playbook ($4,000)
✅ Annual member exclusive vault ($1,497)
✅ $1,000 agency service credit ($1,000)
✅ SEO Elite Circle 1 year ($997)
✅ Private Discord for annual members ($997)
✅ 2 bonus memberships to give to your team ($798)
✅ Skool empire training for building profitable communities ($497)
✅ Price locked at $399 for life, even when it increases to $997+
Annual ROI: 282X before you implement a single thing. And your rate never goes up.
👉 New members start annual → skool.com/ai-profit-lab-…
👉 Already inside? Upgrade to annual → #heading=h.zcr40o2g3y9o" target="_blank" rel="nofollow noopener">docs.google.com/document/d/1uE…
17 hours left. The Hermes Autopilot Income System bonus is gone when this countdown ends.
👉 Join The AI Profit Boardroom now → skool.com/ai-profit-lab-…

English

❓ A Question (Very Important)
“If someone searches on Google… how do they find MY content?”
This is the missing link, and it’s powerful.
🔍 How your content connects to them
When someone (like Mina (don't ask who she is 🌚)) goes on Google, they type things like:
“Why won’t my child listen?”
“How to handle tantrums”
Now…
👉 Google shows content that answers that question
💡 So where do YOU come in?
If you create content like:
“5 Reasons Your Child Doesn’t Listen (and What to Do)”
“How to Handle Tantrums Without Yelling”
👉 Your content can appear on:
☑️ Google search results
☑️ Blog posts
☑️ YouTube
☑️ Even X (Twitter) sometimes
⚙️ This is called
💯 Matching content to what people are searching for
🔗 The full flow looks like this:
📌 Someone has a problem
📌They search on Google
📌They find your content
📌Your content helps them (Awareness)
📌You guide them to more content (Consideration)
📌Then offer your solution (Decision)
🎯 Simple Example (using YOU)
Let’s say your audience wants to grow on X:
Awareness post:
👉 “Why your content isn’t growing”
Consideration post:
👉 “3 ways to fix your content strategy”
Decision:
👉 “Here’s how I can help you (DM / product / service)”
🔑 The truth:
People don’t magically find you.
👉 You position your content where they are already looking.
That’s how they connect to you.💯

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@suraj_sharma14 The job isn't just translating developer pain — it's knowing which 5 devs will influence the next
English

Everyone wants to work in Web3 DevRel.
Almost nobody knows what the job
actually requires day to day.
I've been in builder communities long enough
to see what separates the ones who get hired
from the ones who stay on the outside.
Here's the honest breakdown:
➠ First - what DevRel actually is:
Not tweeting.
Not going to conferences.
Not just writing docs.
DevRel is the bridge between
a protocol and its builders.
You feel the pain developers feel.
You translate it back to the core team.
You make the ecosystem easier to build on.
That's the job.
➠ What nobody tells you before applying:
You need to be technical enough
to understand what builders are struggling with.
Not senior engineer level.
But enough to read code,
understand error messages,
and know why something breaks.
The best DevRel engineers I've seen
all started as builders first.
➠ What protocols actually look for:
Not your follower count.
Not your conference appearances.
They look for:
- Have you shipped something publicly?
- Do builders trust you?
- Can you explain complex things simply?
- Do you show up consistently?
- Have you contributed to any ecosystem?
One merged PR and a genuine community
presence beats a polished resume every time.
➠ The skills that actually matter:
Technical writing -
Can you write docs developers actually want to read?
Community intuition -
Can you feel when builders are frustrated
before they say it out loud?
Builder empathy -
Have you been in their shoes?
Do you understand the midnight grind?
Communication -
Can you represent builders to the core team
and represent the protocol to builders
at the same time?
That last one is the hardest skill
in the entire role.
➠ How most people get DevRel roles:
Not through job boards.
Through showing up consistently in
Discord servers, Telegram groups,
GitHub repos and X threads.
Helping builders. Answering questions.
Writing threads. Sharing resources.
Protocols notice the people
who are already doing the job
before they're paid for it.
That's the pattern I've seen
more times than I can count.
➠ What the day to day actually looks like:
Morning : check what builders are
struggling with in Discord and X.
Afternoon : write docs, create content,
run workshops, review feedback.
Evening : be present in communities,
answer questions, spot patterns.
Every day : translate builder pain
into product improvements.
It's part engineering. Part community.
Part psychology. Part strategy.
Nobody tells you that in the job description.
Honest take:
DevRel is one of the most
underrated career paths in Web3.
It pays well.
It's fully remote.
It puts you at the center of ecosystems.
But it rewards people who genuinely
care about builders not people
who want the title.
If you're already helping builders
for free right now
You're already doing DevRel.
You just need to make it official.
Follow @suraj_sharma14 for weekly
Web3 opportunities, resources
and ecosystem insights.
Are you interested in Web3 DevRel?
What's stopping you from pursuing it?
Drop it below 👇
Repost this for a builder
who doesn't know this path exists.
English

@itsrickyszn @hookstudio_ai Both probably. But the real unlock isn't scheduling - it's solving the "what do I post" problem. Creation fatigue is driving adoption more than automation alone. XerpaAI handles the content generation side and that's where the real retention lift comes from.
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@hookstudio_ai had an explosion of signups past 2 months
either SEO is cooking or people yearn for social media automation
English

@0xranjeet @HITBOXCO The HIT SCORE integration across platforms is smart — engagement portability is becoming the differentiator in creator tools. Most platforms silo metrics, but cross-platform scoring + Discord role automation (especially with bot milestones) keeps communitie...
English

HITBOX: March Recap
▪ Premium features completed
- clips editing (cut, delete, reorder segments)
- advanced effects and automation added
- extra stem support
▪ Building HIT SCORE system
- HIT SCORE tracks your remix's total engagement across HITBOX and social media
- HIT SCORE will be used for leaderboards and discord roles with a bot announcing milestones
▪ Social media integration
- you can direct share your remix to X, YouTube, Instagram and TikTok
▪ Future vision
- plan to allow remix uploads on @AppleMusic and @Spotify etc
- creators will be able to earn revenue from remixes
▪ Smashkart event with @Arcium on @HITBOXCO server
- community 15 $IP distributed among the top killers

English

Xây "Hạm Đội" Content AI (với Grok Custom Agents)
Không phải cách "xịn" nhất, nhưng là cách mình build đội AI Agent viết content mà ai cũng có thể áp dụng được (Bắt đầu từ con số 0), ở bất cứ tool nào, không chỉ mỗi Grok.
Cũng giống như con người, chúng ta chỉ có chuyên gia, chứ không một ai có thể giỏi ở tất cả các mảng. AI cũng vậy! ;)
Thật ra, Grok Custom Agents không phải là cái gì đó mới lạ, nó còn không thay thế phần khó nhất của content creation, đó là insight và trải nghiệm cá nhân thật sự của người làm nội dung.
Nhưng AI là thứ giải quyết đúng phần tốn thời gian nhất mà không đòi hỏi bạn phải set-up phức tạp từ đầu.
rap...à nhầm, LÀM CHẬM THÔI!
Đội 4 agent trên đang hoạt động tốt của mình, bao gồm:
- SCOUT tìm tin.
- WRITER tạo bản nháp.
- VISUAL gợi ý hình.
- ANALYST phân tích data.
Mỗi thứ làm đúng một việc và làm tốt như một chuyên gia thực thụ. Thử tham khảo hen~
Bài viết này sẽ hướng dẫn bạn cách tự xây một "Hạm Đội" Content AI Với Grok Custom Agent: 4 agent làm việc 24/7, phục vụ mục đích làm content nhanh chóng hơn, nhưng vẫn đảm bảo chất lượng: quilix.ai/p/xay-team-con…


QUILIX 🇻🇳🐉@quilix
Tiếng Việt

@neilturkewitz @IAI_TV There's real nuance here. Yes, training data has been contentious - but
English

@IAI_TV What a terrible take. AI isn’t just a new way of generating content. At least in its present incarnation, it is a tool rooted in exploitation whose very existence is dependent on the capture & use of existing creative works without consent.
English

When a piece generated by AI won a fine art competition in Colorado, the backlash was fierce. | iai.tv/articles/the-a…
Every major new technology, from photography to the computer, provoked the same debate about whether it could ever produce real art.
Philosopher Henry Shevlin argues that AI is no different, and that the question worth asking isn't whether AI can make art, but whether human creativity can push beyond it.
"A gifted human artist like Monet or Picasso can move beyond the constraints of the art world they inhabit and create a bridge to truly novel forms of representation. Could an image model ever do that?" asks Shevlin.

English

@KevinSzabo14 This hits the nail on the head. AI removed the "good enough" floor—now the bar is actual thinking and strategy. The writers winning are using AI to amplify their ideas, not replace them. That's where tools like XerpaAI fit: handling the repetitive stuff so ...
English

Everyone said AI would kill writing.
They were wrong.
AI just raised the standard.
Mediocre content is now worthless.
A $20/month tool can make decent content.
If that was your value, it’s useless.
The ghostwriters winning right now aren’t avoiding AI.
They’re just using it better than everyone else.
- Faster outputs.
- More Outreach.
- More clients.
- Higher rates.
The skill isn’t just “writing” anyone can do that.
It’s thinking and results.
Knowing what makes someone stop scrolling is one of the goals on X.
AI needs a human to tell it what matters.
Be a real person.
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Every time you open Claude Code / Cursor / Codex, your AI starts from zero. It doesn't remember what you worked on yesterday.
I built Engram — it auto-collects your dev activity, synthesizes daily analysis with Claude, and writes insights BACK into ~/.claude/ ~/.codex/ ~/.cursor/
Your AI tools get smarter every day. Self-distillation for developers.
Monday without Engram:
"What framework are you using?"
Monday WITH Engram:
"You were debugging the Stripe webhook last Friday. 3 events still need implementation. Continue?"
Zero cloud, zero deps, 100% local, MIT licensed.
github.com/lessthanno/eng…
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