Anthropic's in trouble, again!
They spent years building what's now fully open-source.
What made Claude feel different from a normal app is that the agent could act inside the interface instead of only talking in a chat box.
For instance, Claude Artifacts let an agent render real UI, charts, dashboards, and interactive components that assemble live inside the response.
Every major AI product tried to replicate it.
But the problem was that unlike reasoning, planning, tool-calling, etc., none of it shipped natively with LangGraph, CrewAI, or Google ADK.
So teams started building an owned version that required engineering the entire interface layer from scratch.
Most teams, however, just settled for shipping the agent as a backend API in a chat box since rendering the UI is only one piece of it.
To actually make it work, the interface layer also needed real-time streaming, state kept in sync between agent and UI, conversations that persist across sessions, and reconnection when a user refreshes mid-run.
@CopilotKit is now the only open-source framework that actually lets you build your own full-stack Claude-like apps.
It decouples the agent from the interface, talking over AG-UI (an open protocol for agent-to-user communication).
Being a standard protocol, the frontend never needs to know whether it is talking to a LangGraph or a CrewAI agent. You can change the backend anytime and the UI will never notice.
In practice, CopilotKit's interface layer gives several pre-implemented React building blocks that wire the agent directly into the app, like:
- generative UI, so the agent renders real components instead of text
- chat windows, sidebars, and popups, or a fully headless setup
- shared state, so the agent and app stay in sync
- human-in-the-loop approvals, where the agent waits before acting
- persistent threads that store the whole session, including the agent-user interactions and generated UI, not just text
And because that full history is captured, those interactions can feed a self-learning layer that also improves the agent from real usage over time.
The interface layer that Anthropic spent years engineering in-house is now literally available to any developer/team.
CopilotKit is open-source with 30k+ GitHub stars, and AG-UI, the protocol underneath, is already supported across every major agent framework: LangGraph, CrewAI, Mastra, Google ADK, and more.
CopilotKit GitHub repo → https://t.co/wkQ1taF0rM
(don't forget to star it ⭐ )
If you want to go deeper, I found a detailed breakdown by Shubham Saboo recently on the three Generative UI patterns, with implementation.
Read it below.
Claude Code creator:
"I don't prompt Claude anymore. I write loops - and the loops do the work. My job is to write loops."
in 30 minutes Boris reveals his actual daily Claude Code setup.
Claude Code + loops + dynamic workflow
Worth more than a $500 vibe-coding course
“If you eat sushi, you have parasites. Beyond guaranteed.
I will give you every single dollar I have if you do a proper parasite cleanse and nothing comes out.
Eat sushi tonight → itchy anus in under 24 hours. That’s them replicating.”
GITHUB JUST CREATED AN OFFICIAL CERTIFICATION FOR THE MOST IN-DEMAND DEVELOPER ROLE OF 2026.
It is called Agentic AI Developer.
GH-600.
And it is the first formal signal that running AI agent teams is now a recognized engineering discipline with a credential behind it.
Not a prompt engineer.
Not a vibe coder.
An Agentic AI Developer.
The person who operates, supervises, and integrates AI agents across the entire software development lifecycle.
The person who knows where agents fail in production.
The person who understands how to build autonomous workflows that do not introduce catastrophic failure modes into CI/CD pipelines.
The person every engineering team is going to need and almost none of them have right now.
GitHub certifying this role changes the hiring conversation permanently.
Before GH-600: "Do you work with AI agents?" is an interview question with no standard answer.
After GH-600: the credential tells the hiring manager exactly what you know and what you can do before the interview starts.
The engineers who get certified in the first wave of GH-600 will have a credential for a role that has more demand than supply for the next 3 to 5 years.
The engineers who wait until it is mainstream will be competing with everyone who moved first.
If you are already working with GitHub Copilot or building agent-driven workflows you are already doing this job.
GH-600 is how you prove it.
Bookmark this.
Follow @cyrilXBT for every AI certification worth your time the moment it drops.
DAN MARTELL SAYS THIS IS ONE OF THE MOST PROFITABLE AI BUSINESSES YOU CAN START RIGHT NOW - AND THE WHOLE SYSTEM COSTS $20/MONTH
a viral TikTok slideshow is not a creative project - it's a recipe and once you have the recipe Claude Opus 4.8 can produce 10 fresh versions of it in one prompt
the system that people are using to make $8,000-15,000/month: snaptik finds a winning slideshow, Claude breaks it down slide by slide with a hook on every slide, ChatGPT generates the images, Pinterest fills in the real photos, Canva puts it together and Postiz schedules everything automatically
the part most people miss - every slide needs its own hook not just the first one
"step 2: use active recall" gets people to leave - "step 2: the trick that feels harder but works 3x faster" gets people to save and share
one viral slideshow becomes a template - one template becomes a week of content - and Claude can generate 10 variations from a single example in 60 seconds
no camera, no face, no coding - just a $20/month system that runs while you sleep and compounds every week
one slideshow a day is a hobby - a few a day with this stack is a business
Britney Spears Reveals 'Child Trafficker' Oprah Winfrey Pimped Her to 100s of Elite Pedos
Britney Spears has gone nuclear on Instagram, and her handlers are desperately trying to cover this up.
In her most explosive revelation yet, Britney points the finger directly at Oprah Winfrey - accusing her of operating an international trafficking network that funnels young stars to the global elite for millions.
🚨XRP IS CRASHING NOW!!! (TRUMP JUST DROPPED A BOMBSHELL WARNING ON CRYPTO!)🚨
President Trump just issued a SHOCKING warning that Gary Gensler and the “Anti-Crypto Army” nearly DESTROYED the American Crypto industry.😳
But this is EXACTLY why Crypto is CRASHING right now — including Bitcoin, Ethereum, & XRP…👀
If you own ANY Crypto, you NEED to see this!🔥
#XRP #BTC #Bitcoin #ETH #Altcoins #Crypto
I'm making over $1,000 an hour with one AI offer.
The entire thing runs on Claude Opus 4.8.
I call it the AI Concierge. Clients pay me $1,500+ a month for two 45-minute calls where we build their AI systems live, on their screen.
I have 4 clients. I'm capping at 6.
Here's the entire model:
1) The intake form is the audit. A 10-minute JotForm (built by Claude) surfaces their time sinks and hands me 1-3 AI opportunities before call one.
2) Done-with-you, not done-for-you. They share their screen. We build skills, set up Cowork, and write context files together. They learn to drive. (Done-for-you is the upsell.)
3) Every session runs through AOA: Audit, Optimize, Automate. Fix the process first, then turn it into a skill. Automating chaos just gives you faster chaos.
4) Day one has to move the needle. We ship at least one skill or automation on call one. No first-call win, dead engagement.
5) Unlimited Voxer between calls. They send a voice message, I reply in under 12 business hours. A 24/7 partner, not a guy they see twice a month.
6) The Notion hub is the renewal mechanism. Every call logs a quantified list of what we built. "Call one: 2 skills, 3 context files, Cowork live" makes $1.5K a month a no-brainer.
7) I never fill Notion out by hand. Two Claude skills log the call, pull the action items, and draft the recap email. 30 seconds.
8) Pricing ladder: $1,000/month, then $1,500 at 2 clients, then $1,800. At $1,500 you're already at $1,000/hour. If everyone says yes then you're priced too low.
Two things that make this work:
1) Build the fulfillment infrastructure once. An afternoon. Then it runs itself outside the calls.
2) The value must be visible. People renew what they can measure.
Full breakdown below.
https://t.co/K1vLz2Wn2f
Go watch.
ONE GUY WITH CLAUDE CODE CAN NOW STEAL A $5,000 AGENCY CLIENT IN ONE EVENING
Open Google Maps.
Find a roofing company, dentist, gym, cafe.
4.8 stars.
No website.
Only a Facebook page from 2017.
Copy their reviews.
Paste them into Claude Code.
Install UI UX Pro Max.
Add Magic MCP from 21stdev.
Now Claude has:
> real UI styles
> color palettes
> font pairs
> components
> animations
> layouts that don't look AI-generated
10 minutes later you have a live landing page with their name, reviews, services, and booking CTA.
Don't pitch them an idea.
Send the finished preview.
ElevenLabs just lost its moat 🤯
They charges $5 to $99/month for AI voice cloning. Their Business plan costs $1,320/month.
Someone open-sourced a Voice AI that clones any voice from just a 3-second audio clip, running 100% locally on your machine.
→ 646 languages - ElevenLabs supports 32
→ Voice design: gender, age, accent, pitch, emotion, dialect
→ Paste a YouTube URL
→ transcribes → translates → re-voices → MP4
→ Global dictation widget: ⌘+⇧+Space from any app
→ Demucs vocal isolation - keeps the background music
→ Pyannote diarization - auto-tags who said what
→ Batch queue: drop 50 videos, walk away
→ MCP server - call it from Claude or Cursor
→ AudioSeal watermarking (by Meta) baked in
100% Open Source. Already 3.6k stars.
THEO VON: “Was there anybody who was immune to COVID-19?”
DR. MCCULLOUGH: “There’s one adult group. You’re going to laugh.”
[Theo Von listens closely for the reveal]
DR. MCCULLOUGH: “Smokers… They got very mild cases. And they don’t get long COVID.”
THEO VON: “Why?”
MCCULLOUGH: “Because smokers maintain a level of nicotine in the bloodstream… Smoking blocks the spike protein. It’s amazing. I thought smokers were going to go down.”
THEO VON: “Do you think that’s a good idea [to use nicotine patches] on a regular basis?”
DR. MCCULLOUGH: “I think [it’s a good idea] if they have long COVID... Nicotine, don’t forget, is a nootropic. A nootropic is a drug that makes the brain function more effectively... It’s addictive, but it’s not harmful to the human body... Nicotine patches are perfectly safe.”
Imagine knowing all this decades before anybody else even had the slightest idea.
It would literally drive you truly crazy.
Here’s the full clip. Enjoy.
Andrej Karpathy: "90% of what AI twitter tells you to learn will be dead in 6 months"
90% of what ai twitter tells you to learn dies in 6 months
senior engineers already stopped chasing it
the dead list: autogen, crewai, autonomous agent pitches, agent marketplaces, benchmark leaderboards, semantic kernel, dspy as a general framework, horizontal "build any agent" platforms, per-seat pricing for agents
the pattern is obvious. demos that break in production. hype that never ships. frameworks that go viral on monday and vanish by spring
what actually compounds:
context engineering
tool design
orchestrator-subagent pattern
eval discipline
the harness mindset. harness > model, always
mcp as the protocol layer
the edge isn't the newest framework. it's staying a few steps ahead until your signal becomes everyone's mass-opinion
book and study this
KARPATHY JUST DROPPED 2 HOURS OF BRUTAL HONESTY ABOUT AI
> we're nowhere near real autonomous agents - including Claude Opus 4.8
> AGI will blend into daily life and nobody will notice
> he quit AI research to fix education. that's the problem he thinks matters more
save this👇
The laptop hasn't changed in 30 years. NVIDIA just changed it
RTX Spark is their first PC chip ever.
- RTX 5070 level GPU
- 128GB unified memory
- 1 petaflop of local AI
- thin, light, barely throttles unplugged
Your AI agent lives on the machine. 24/7. No cloud.
This is step one of the agentic AI PC, and everyone else is about to copy it.
This woman just shattered everything I thought I knew about quantum physics in 60 seconds 😱
"Quantum physics isn’t just science, it’s logical spirituality. You don’t attract what you want. You align with what you already are."
Every version of you already exists in the quantum field - The wealthy you, the happy you, the successful you.
"The quantum field doesn’t respond to begging. It responds to certainty."
Your most powerful tool is visualization.
‘Our minds don’t know the difference between imagination and reality.’
Time isn’t linear, you can pull your future into the now & re-code your past.
You are not a person inside the universe.
You ARE the universe experiencing itself through you.
"Go live like the miracle you are.”