Source : https://www.youtube.com/watch?v=dGiqrsv530Y

Matías Molinas Matías Molinas

Matías Molinas

🔧 Creator of Evolving Agents Toolkit (EAT) | Building AI-First, Multi-Agent Systems | Open Source Advocate

Published Sep 29, 2025

Today, Anthropic released "Imagine with Claude"

a stunning research preview that shows an AI building software interfaces on the fly. Instead of writing code, Claude directly constructs the UI in real time. The video is a must-watch—it's a beautiful and powerful demonstration of what happens when you "cut out the middleman" and treat the AI as a true creative runtime.

Watching it felt like a profound moment of validation.

For the past few months, Ismael Faro and I have been driven by this exact same philosophy with our open-source project, LLMunix. Our core idea has always been: What if we treat the AI not as a code generator, but as an Operating System? An OS where high-level concepts, written in human-readable Markdown, are the "assembly language" that the AI interprets to execute complex, multi-agent workflows.

It's incredible to see the same core idea—AI as a direct, on-the-fly creator—being explored and validated at the frontier of the industry.

Two Paths to the Same Revolutionary Future

While "Imagine with Claude" focuses brilliantly on the user interface, LLMunix has been exploring the "backend" of this philosophy.

  • "Imagine" asks: Can an AI build a UI without writing code? It proves the answer is yes, by giving the model direct access to software-construction tools.
  • LLMunix asks: Can an AI run an entire operating system without pre-compiled code? It proves the answer is yes, by treating Markdown files as executable agents and tools.

This shared vision has led to some fascinating parallels. In our LLMunix repository, we open-sourced a method for creating sub-agents defined purely in Markdown for Claude Code, a month before Anthropic officially released it as a native feature. Today, with the launch of "Imagine with Claude" we see another powerful parallel: the concept of an AI that generates software "on the fly" is the very essence of the LLMunix "Pure Markdown Operating System."

Why an Open, Markdown-Based OS Matters

LLMunix is our open-source answer to this future. It's a framework where anyone can:

  • Create new agents and tools by simply writing a Markdown file.
  • Orchestrate complex, multi-agent workflows (like our "Cognitive Trinity" for scientific research) using a single, high-level prompt.
  • Choose their runtime, from the power of Claude Code to the accessibility of open-source models like Qwen.

While "Imagine with Claude" is a beautiful, closed research preview, LLMunix is an open playground for the entire community to explore this new paradigm.

Whats Next?

Anthropic's release validates that the future of AI is not just about writing code faster. It's about a fundamental shift in how we create software, moving from manual implementation to high-level, conceptual direction.

This raises the next big question. If an AI can be an operating system that builds its own tools and interfaces, what does that mean for the nature of software itself? What does it mean for memory, for learning, and for how we, as creators, interact with these new forms of intelligence?

The exploration that Ismael Faro and I started with LLMunix has never been more exciting. The future is not just something we're waiting for; it's something we are all building, one experiment at a time.

Check out the LLMunix project on GitHub and join the exploration: https://github.com/EvolvingAgentsLabs/llmunix

Note: This is currently an alpha experiment, so at times the main branch may be broken.

#AI #AgenticAI #LLM #OpenSource #LLMunix #Claude #FutureOfSoftware #Innovation #Anthropic

More articles by Matías Molinas

Explore content categories