AI educator making AI tools, workflows & online opportunities simple | Helping creators, professionals & businesses work smarter | 📩 DM for collabs
California, USA
Joined July 2018
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My bar for any “AI team” product: can another human join the work, or is it still just one person managing a collection of bots?
Teamily AI is built as a Human–Agent Platform, so I tested it with a partner and a decision that needed receipts:
Choose my next tutorial, verify that viewers could try it for free, then turn the recommendation into a usable comparison page.
The research agent compared three possible tutorials: fact-checking a post, creating a voice summary, and making a slide deck.
Its first recommendation was the fact-checking tutorial.
I challenged the missing sources and access requirements. It went back through the evidence and changed its recommendation to the voice summary.
Then Webpage Developer used that revised research to build the comparison page with Website Builder.
I commented directly on the page: add a free practice exercise and make the tool limits clear.
My partner added another requirement: a “Before you start” checklist so beginners would know what they needed.
The developer incorporated both changes into the finished page.
That was the real test for me: two people and multiple agents challenging, handing off, and improving the same piece of work from decision to delivery.
I still made the calls. The group carried them through.
Give @Teamily_AI a decision worth challenging 👇
teamily.ai/i/3PG6Q7
Open the finished comparison page: teamily.ai/link/nDWcfeVrjPM
150,000 small business owners and employees are already using Teamily AI. Today, we're opening it to everyone: your personal AI agent and an entire team of AI agents, ready to work for you and your business.
Meet Teamily AI 2.0 — the human–agent platform where you and always-on AI agents get work done together in one unified, context-aware space.
We've taken four major capabilities to the next level to help businesses build and grow faster:
1. Real-Time Human–Agent Collaboration. Humans and AI agents work together across chats, meetings, studios, and communities to research, analyze, and create websites, dashboards, videos, slides, documents, and more.
2. Unified Context & Living Memory. One connected context across conversations, meetings, channels, and workspaces. Your AI agents remember, learn, and understand you over time—delivering smarter, more personalized results.
3. Custom Agents & Agent Teams. Create and orchestrate AI agent teams in one click. Manage agents through Agent Workspace, connect them to Telegram, WhatsApp, iMessage, and Slack, or integrate them into your products via Agent API.
4. Intelligent Multi-Model Routing. Our proprietary models work alongside leading models from OpenAI, Anthropic, Gemini, DeepSeek, Qwen, Kimi, MiniMax, and more—automatically routing each task to the best model across text, image, video, and voice.
Teamily AI 2.0 is built for every business owner, every employee, and every customer.
America has 36 million small businesses. 98% have fewer than 20 employees. Many are teams of one. At Teamily, we believe AI should democratize opportunity, giving everyone the power to achieve more.
You have the business. Now you have the team.
Try Teamily AI 2.0 for free → teamily.ai
Ariel Christal | AI Tools & Workflows retweeted
If I swap the model behind my agent, do I get to keep the workflow it figured out?
Say it found a faster way to pull my weekly report together. I’d give the new model the same notes and ask it to handle next week’s report. Could it pick up where the old model left off?
🤝 Paid partnership
OpenClaw, Hermes Agent and Prime Agent don't meaningfully learn from experience.
On Continual-ARC, our new benchmark at @letsunifyai, none of them were able to memorize anything of value and none were able to generalize to new tasks. Training a small 9B model's weights did both.
Ariel Christal | AI Tools & Workflows retweeted
CapCut Pro creators, the Dreamina × CapCut collab just dropped something massive for your next video project. 🎬
You can score up to 10 free Seedance 2.0 generations, extra bonus credits, and snag a month of Basic for just $0.29 if you are a new Dreamina user. Every single eligible user walks away with rewards. 🎁
dreamina.capcut.com/ai-tool/…
#DreaminaPartner
Ariel Christal | AI Tools & Workflows retweeted
Imagine bringing one product into a café and suddenly becoming the centre of a Black Friday shopping frenzy. 😭
That's the idea behind this video. I combined a product image and original video references in CapCut PC to explore a more playful product commercial.
Check out the workflow here: tinyurl.com/2v23rn22
#capcutpc #capcutmarketing
🤝 Paid partnership · 🤖 Made with AI
Ariel Christal | AI Tools & Workflows retweeted
I care less about the benchmark score than whether the what-if holds when you check it against the real thing. Probably an unpopular opinion
🤝 Paid partnership
Introducing PAN 2: an open foundation world model for physical intelligence.
A language model predicts the next word. PAN 2 predicts the next world: what happens after each action, grounded in time, physics and space.
Towards AI that simulates “what if?” before it acts.
More details: ifm.ai/pan/
Ariel Christal | AI Tools & Workflows retweeted
If Teamily AI's team agents really do take instructions from several people in one group, that changes who gets to use the agents on a team, which right now is one person and one bot.
🤝 Paid partnership
Messaging Connected People. AI-Native Messaging Will Connect the Agentic Internet.
The first generation of instant messaging connected people. It changed how billions of us communicate, socialize, and work together.
But the next generation of the Internet won't be built for humans alone.
AI agents are becoming our teammates, creators, and service providers. To truly work alongside humans, they must communicate and collaborate as naturally as people do, while going far beyond human capabilities with richer context, living memory, continuously self-improving intelligence, and seamless coordination across people, agents, and services.
Yet today's messengers were designed for human-to-human communication, not human–agent collaboration. They lack the native capabilities to support intelligent, context-aware human–agent teams. It's time to reinvent messaging for the Agentic Internet.
That's why we're reinventing instant messaging at Teamily AI.
👥 People and AI agents working together in the same conversations.
🧠 Unified context and living memory across people, agents, and services.
⚡ Conversations that turn into real actions, creations, and automations, as well as agentic websites and apps as a service.
🌐 An open gateway where every agent and service is as accessible as messaging a friend.
Traditional IM connected people. AI-native IM connects people, agents, and services.
This is how we move from the Internet of Apps to the Agentic Internet.
And we're just getting started.
teamily.ai
#TeamilyAI #AgenticInternet #AINativeIM #TeamAgent #AgenticIM
Ariel Christal | AI Tools & Workflows retweeted
I was paying $0.473 a second for Seedance 2.5 on fal. YouArt Desktop has it at $0.208 pay as you go. That's less than half.
🤝 Paid partnership
Introducing the YouArt Desktop App: your AI creative teammate on your computer.
It uses the best LLMs like Fable 5.2 to make creatives. It can operate creative software on your computer, including CapCut, DaVinci Resolve, Adobe Premiere and many more.
It brings client feedback onto a native canvas, and you can ask agents to address all the comments while you have a coffee.
It’s the most cost-efficient video agent. It supports all third-party API keys and uses smart routing to send every clip to the cheapest provider.
Have fun!
Ariel Christal | AI Tools & Workflows retweeted
I saw Qoder teasing Qoduck a few days ago, and now it's finally out as Qwen4-Max-Preview. I jumped in and built something with it right away.
I used it to build something for my creator workflow: Diana’s Brief Desk.
Paste a campaign brief, organize the requirements, and review deadlines in Beijing, US Eastern and US Pacific time.
My favourite part of the test: I gave it a fictional brief with two conflicting deadlines. The app flagged the one-hour difference and let me choose which to use.
Qwen4-Max-Preview built the interface, wrote the files, and opened the app for testing inside Qoder.
Watch the build and test below 👇
Qwen4-Max-Preview is now available in Qoder with a limited-time 80% discount. If you have a workflow you'd like to simplify, this might be worth checking out.
🤝 Paid partnership
Ariel Christal | AI Tools & Workflows retweeted
Live captioning for broadcast with speaker labels in realtime 📷 Scribe v3 Live is the first realtime Scribe with diarization
🤝 Paid partnership
Ariel Christal | AI Tools & Workflows retweeted
Selling is hard. Live calls are brutal. Forget one question and the deal might be gone.
Your buyers are impatient. Someone pitches them a version of your product every single day.
Until now, AI couldn't help you in the moment. Too slow. Too distracting.
Not anymore.
Introducing Backdrop: the first live sales assistant that doesn't suck.
Rookie or veteran, it doesn't matter. Backdrop has already helped dozens of teams close 6-figure deals.
Ariel Christal | AI Tools & Workflows retweeted
POV: A small online shop asks if you can help make a product ad.
You have an idea, but no studio, no filming crew, and a limited production budget.
You can start with the product image in Dreamina Marketing Studio and generate an initial marketing video with a prompt.
Then use CapCut PC to refine it: AI Edit for visual details that need adjusting, AI Extend for product shots that need more time, and Multi-Track Editing to arrange the product footage, brand overlays, voiceover, and music on separate tracks.
Now you have a sample you can show the business.
Build on that experience, work with more sellers, and gradually turn content creation into a freelance service.
Dreamina: bit.ly/4k0KTGe
CapCut PC: tinyurl.com/2v23rn22
#CapCutPC #CapCutDidThat #Dreamina #Smallbusinessmarketing #capcuteditpilot
🤝 Paid partnership
A campaign brief lands and I’m already thinking: what can I get done before the client replies?
I gave Clover, @ParadigmStudy’s ambient learning agent, a one-page sample brief. It marked up the PDF and turned it into a plan I could actually use: draft the caption and outline now, record after approval, and ask the client what time Thursday’s post goes live.
It also gave me an editable outline for the video, so I had something to work on while waiting for approval.
It got me thinking about AI universities. If they eventually issue credentials, I’d want to see how someone handled a real brief and why they made the decisions they did. That would tell me more than a course completion badge.
You can explore A School of One at paradigm.study.
🤝 Paid partnership
Ariel Christal | AI Tools & Workflows retweeted
Why make Black Friday marketing more expensive than it needs to be?
Think of Dreamina and CapCut PC as two partners with different jobs.
The new Dreamina Marketing Studio helps generate the starting product visuals. CapCut PC takes those materials into post-production and turns them into finished Black Friday ads.
CapCut PC’s AI Edit lets you adjust product colors, so the visuals can better match the look of your campaign.
AI Extend helps add more footage when a shot needs to go further. Then EditPilot brings the promotional details together with captions, music, and Black Friday templates.
No need to treat every adjustment as a brand-new production.
You can build on your existing materials, refine the details, and create more campaign-ready content.
That's what makes this duo such a good fit for small businesses working with a limited marketing budget.
Dreamina: bit.ly/4k0KTGe
CapCut PC: tinyurl.com/2v23rn22
#CapCutPC #CapCutDidThat #Dreamina #Smallbusinessmarketing
🤝 Paid partnership
Ariel Christal | AI Tools & Workflows retweeted
Somehow, the brightest thing in my product ad is an empty patch of wall. Huge day for the wall.
Dreamina + CapCut PC is my affordable setup for creating ads I can sell. I upload my product photo in Dreamina's Marketing Studio, generate images and videos, and import them into CapCut PC's multitrack timeline.
I use AI Edit to tone down that specific background area and AI Extend to lengthen the product close-up. I inspect the result, then line up music and sound effects with the reveal. A light filter and shorter transitions help keep the product visible before I export the final ad.
Give this low-cost workflow a try on your next paid product project.
CapCut PC: tinyurl.com/2v23rn22
Dreamina: bit.ly/4k0KTGe
#CapCutPC #CapCutDidThat #Dreamina #Smallbusinessmarketing
🤝 Paid partnership · 🤖 Made with AI
Ariel Christal | AI Tools & Workflows retweeted
Dreamina and CapCut PC might just be the best budget-friendly duo for your Black Friday marketing.
Dreamina Marketing Studio helps generate the product visuals, so you have a starting point for your ads. Then CapCut PC takes those materials further with post-editing tools. CapCut PC’s AI Edit makes it easy to adjust product colors, while AI Extend and EditPilot help add footage and finish the video with captions, music, and Black Friday templates.
No need to build a whole production team just to get your Black Friday ads ready. Just two tools working together to help you create more with the materials you have.
Dreamina: bit.ly/4k0KTGe
CapCut PC: tinyurl.com/2v23rn22
#CapCutPC #CapCutDidThat #Dreamina #Smallbusinessmarketing
🤝 Paid partnership · 🤖 Made with AI
Dreamina and CapCut PC might just be the best budget-friendly duo for your Black Friday marketing.
Dreamina Marketing Studio helps generate the product visuals, so you have a starting point for your ads. Then CapCut PC takes those materials further with post-editing tools. CapCut PC’s AI Edit makes it easy to adjust product colors, while AI Extend and EditPilot help add footage and finish the video with captions, music, and Black Friday templates.
No need to build a whole production team just to get your Black Friday ads ready. Just two tools working together to help you create more with the materials you have.
Dreamina: bit.ly/4k0KTGe
CapCut PC: tinyurl.com/2v23rn22
#CapCutPC #CapCutDidThat #Dreamina #Smallbusinessmarketing
🤝 Paid partnership · 🤖 Made with AI
Ariel Christal | AI Tools & Workflows retweeted
Stop treating every part of your promo video like it's one single piece.
For a flying Black Friday flyer effect, I might have the original paper-stack footage, the flyer visual, text overlays, background music and sound effects all working together. If they're not organised separately, adjusting one layer can make the rest of the edit harder to manage. Multi-Track Editing in CapCut PC lets me arrange these assets on individual tracks and fine-tune their timing independently.
A cleaner timeline makes complicated-looking edits much easier to handle.
Here's the editing workspace I've been using:
tinyurl.com/2v23rn22
#capcutpc #capcutmarketing #capcutblackfriday #CapCutDidThat
🤝 Paid partnership
Ariel Christal | AI Tools & Workflows retweeted
A weekly client report is a job I’d hand to @viktor_com: every Monday, handled.
With the same memory and tools from Slack, there’s no need to explain the context twice.
To get started, just email viktor@viktor.com
Paid Partnership
🤝 Paid partnership
Starting today, anyone with an email address can have their own AI employee. Free to start.
@viktor_com started in Slack. Now Viktor has an email address, so billions of people can reach it.
Just email viktor@viktor.com to get started.
Put Viktor on cc to book a meeting. Or forward any kind of work.
Ariel Christal | AI Tools & Workflows retweeted
Your AI agent’s mistakes could become its next training data.
Oumi’s FAiE turns failed tasks into test cases and training examples, then retrains the model.
That’s the workflow that interests me: using what went wrong to improve the next run.
🤝 Paid partnership
We're using AI agents to automate everything. Except the engineering of AI agents themselves.
That seemed backwards to us.
What if you could train your own specialized AI agent with just 15 minutes of your time instead of months of AI engineering?
Would you keep renting the same expensive generic models as your competitors, endlessly patching prompts and harnesses until you hit a wall?
Today, we're launching the agent that builds, trains, and continuously improves AI agents. 🚀
Meet FAiE, our Frontier AI Engineer. Describe what your agent should accomplish, and FAiE designs evaluations, diagnoses failures, curates data, selects training strategies, and runs experiments.
15 minutes of your effort. A few hours of automated AI engineering. Your own specialized agent, with its model weights trained for your task.
Already have an agent? Keep your harness. Connect it to @oumi_ai and train the model behind it with SFT, DPO, or GRPO (Private Preview).
The agent that builds your best agent.
Excited to see what you build: platform.oumi.ai/
Live demo today at 10 AM PT: oumi.ai/events/fall26
Ariel Christal | AI Tools & Workflows retweeted
nonprofit with no editor budget, this helps a lot
🤝 Paid partnership
