Shinkai Meets Python: Turning Chat Into a Computational Space

Shinkai just took a leap forward — it can now run native Python code directly inside the chat.No Tool Builder.

No setup. Just type your question, and let Shinkai think, calculate, and visualize.

This new feature transforms how users and AI agents interact with data. It’s not just about generating text anymore — it’s about executing logic. Shinkai can now handle real mathematical analysis, use external libraries, and produce plots — all in real time, right in the conversation.

From Conversation to Computation

Let’s start simple.

Imagine asking:

“Could you plot the limit of tan(x)/x when x approaches 0?”

At this point, Shinkai’s AI interprets that the question can be solved using Python code.Since it knows it has a built-in tool capable of writing and executing Python, it decides to use it.Thanks to this tool, it generates the following result:

The graph shows tan(x)/x approaching 1 as x gets closer to 0 — confirming that the limit equals 1.No need to switch tabs, write scripts, or open Jupyter. Your chat just became your math lab.

Beyond Simple Math

Now, let’s go further.

The next example showcases how Shinkai’s Python integration handles more complex mathematical reasoning and visualization.

In this case, the AI uses Python to generate, execute, and visualize any kind of problem that can be solved through running a python code — all within the chat.The code runs locally, computes results, and renders interactive visuals in seconds.

This bridges the gap between reasoning and execution: Shinkai doesn’t just talk about math — it does math.

For Researchers, Developers, and Curious Minds

This update is a powerful tool for anyone working with data, analysis, or modeling.

• Data scientists can plot and explore datasets interactively.
• Developers can test algorithms in context.
• Students and researchers can run quick experiments or visualize equations instantly.

It’s Python, but frictionless — integrated directly into your AI chat workflow.

Local, Private, and Powerful

As always, Shinkai keeps everything local and private.All code runs within your environment — meaning your data, code, and results never leave your machine.

This is what makes Shinkai different: it doesn’t rely on the cloud to think. It relies on you.

The New Frontier of AI Reasoning

With native Python execution, Shinkai bridges the final gap between text-based reasoning and code-based execution.Now, your chat can not only discuss ideas but also test them, calculate them, and show them — all in one place.

Welcome to the new frontier of intelligent computation.

Welcome to Shinkai + Python.