czverse

Vibe Coder live in terminal | Also An adventure of making friends, exploring AI & Web3, and vibing through memes. Creatng Video on YT also

[czverse @czverse]

In 2024, every AI team was writing the same integrations from scratch. Gmail. Slack. Postgres. GitHub. Over and over again.

Then Anthropic dropped MCP. One protocol. Any agent connects to any tool.

OpenAI adopted it. Google adopted it. Microsoft adopted it. All within 12 months.

97 million SDK downloads per month. 9,400+ servers. The HTTP of AI is already here.

[czverse @czverse]

@Pons_ETH It's now Building period

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@naval The journey

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@MINHxDYNASTY We will get better, let's go

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@Polymarket Just Crazy

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@sayinshallah But bro making some also

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@avalanchexbt Let's see what's come

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@champtgram We are there

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@coingecko gm man

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@Coinmaster100x We are also

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Only 6 days left for Fifa World Cup 2026 .

Are you ready?

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@Cristiano And they also love you, hope they will see there father bring the World Cup to home soon

[czverse @czverse]

Most developers are asking:

"Which model is best?"

The better question is:

"Which model should handle this task?"

Haiku for speed.
Sonnet for execution.
Opus for judgment.

That's how you get Opus-quality outcomes without Opus-sized bills.

The future isn't one giant model.

It's teams of models working together like an elite organization.

[czverse @czverse]

This is just brutal, nasty, a trebled moment for Arsenal.

PSG win the Champio League the 2nd time in two years.

This is what Football is. Look at this Emotions....

[czverse @czverse]

This video for education purpose

Video from Claude YT

[czverse @czverse]

Anthropic is quietly building the operating system for autonomous work.

In a workshop led by Isabella He from Anthropic, they showed how Claude Managed Agents can ship production-ready Site Reliability agents that investigate incidents, analyze logs, connect deployments, and reason across environments.

The most important idea?

The “brain” and the “hands” are separated.

Claude handles the reasoning loop server-side.
Your infrastructure handles the tools locally.

That means:
• Faster TTFT
• Better security
• Persistent memory
• Safer production execution
• Real-world enterprise deployment

Agents.
Environments.
Sessions.

Three primitives that turn AI from a chatbot into an operational system.

And this is just the beginning.

Sub-agents coordinating tasks.
Agents that “dream” and improve over time.
Outcome-based execution instead of simple tool calling.
Vaults for secure credentials.

We are moving from prompting models…
to managing autonomous infrastructure.

The AI Agent era is no longer experimental.
It’s becoming production engineering.

[czverse @czverse]

Are you a Robot?

[czverse @czverse]

Surgeons retire 10 years earlier than other doctors.

Their hands shake. Their backs fail. Their careers end before their wisdom does.

Until robots changed the equation.

The Da Vinci surgical system:
→ 10,000+ installed worldwide
→ 14,000,000+ surgeries performed
→ Surgeon sits at a console - robot's hands actually touch the patient
→ 7 degrees of freedom (human wrist has 3-4)
→ Real-time tremor cancellation filters the 8-12 Hz hand shake

Harvard cohort study: surgeons on robotic systems gained 8 YEARS of operating career on average.

Patient side: 20-30% faster recovery. Less blood loss. Fewer complications.

Both sides of the operating table - healthier - because of robots.

This is what physical AI looks like in healthcare right now. Not a demo. Not a startup pitch. Already deployed in 10,000+ hospitals.

Most people have no idea.

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In July 2021, DeepMind released the 3D structure of 200,000,000 proteins.

For free.

It broke a 50-year bottleneck in biology - and most people still don't grasp what it actually unlocked.

Before AlphaFold:
→ Mapping ONE protein took 5-10 years of crystallography
→ Of ~200M proteins in nature, we'd solved ~0.1%
→ Drug design was bottlenecked on structure data

After AlphaFold:
→ Predict ANY protein structure in seconds
→ AlphaFold 3 (2023) models how proteins INTERACT
→ Isomorphic Labs, Altos, BioAge, NewLimit built entire pipelines on it

Nobel Prize in Chemistry - October 2024. Demis Hassabis & John Jumper.

Fastest a scientific advance has been recognized by the Nobel committee in modern history.

Every longevity drug you read about between now and 2050 will have AlphaFold somewhere in its history.

This is the foundation. Everything builds from here.

[czverse @czverse]

300 qubits describe more states than there are atoms in the observable universe.

Not a metaphor. Literally true.

Here's the part most "quantum computing explained" videos get wrong:

→ A qubit isn't "both 0 and 1 at the same time"
→ A qubit's state is described by two amplitudes
→ Amplitudes can be negative or complex probabilities can't
→ The amplitudes interfere - they add and cancel

That interference is the real power. Not parallelism.

Quantum computers aren't faster computers. They're different machines.

For the right problems factoring, simulation, materials - they're unbeatable.

For everything else - they're no better than what's on your desk.

The qubit will still be a qubit in 2040. Learn it once.