July 18, 2024

Instant Hardware Analysis with AI: Meet Copilot's Code Interpreter

Higher-level programming languages like Python have made coding and scripting more accessible to workers in any field, regardless of their software development background. Python is particularly well suited for mathematical analysis, system simulation, and data visualization tasks, and that makes it the perfect  language for EEs trying to analyze their circuits. We wanted to bring the power of Python directly into our users' hands so that you can augment your workflows with custom scripts that automate your design and analysis tasks. That’s why, today we’re excited to be introducing Copilot’s Code Interpreter.

Introducing Code Interpreter

Flux Copilot is already the most powerful chat-based AI design assistant for PCB design, but what if we told you it just got even smarter?

Code Interpreter is the newest tool in Copilot’s arsenal. With access to a built-in Python code interpreter, Flux Copilot can now generate and run Python scripts directly in conversation with you. That means that you can automate workflows, analyze data on the fly, and create custom visualizations without leaving the chat interface.

The result? Your team can solve problems more effectively, work faster, and reduce the risk of errors.

Working With Code Interpreter

To work with Code Interpreter, simply ask Copilot to perform an analytical task or solve a problem and, in some instances, specify that you’d like it to use Python in the process.

First, Copilot will meticulously describe the steps it takes and its line of reasoning in solving the problem. Then, it will generate a comprehensive Python script for you accordingly, including everything from library imports to function definitions. Finally, Copilot will use its new Code Interpreter powers to execute the script, exporting the results in whatever format you specify.

With Code Interpreter, Copilot can provide tables, plots, and charts that help you better organize, visualize, and understand your project.

Example Use Cases

Need some examples of the ways that Code Interpreter is a game-changer for Copilot? Check out some of the most compelling use cases we’ve evaluated so far.

Datasheet Equations Documentation and Calculation

EEs often have to refer to datasheets in the design process to figure out device performance specifications, tolerances and ratings.

For example, when choosing current-limiting resistors, like in LED circuits, it's important to design for a specific current flow and power consumption and then size the resistors accordingly based on information in their datasheets. With Code Interpreter, Copilot can use Python to do this analysis for you and then compare your design to the expected results. For example, if a resistor is undersized for an expected power, Copilot can flag this and help you find a better component for your design.

Check out this example in action here.

Sometimes, EEs refer to datasheets to extract equations to guide their design efforts, like in the case of regulator designs.

The process of voltage regulator design requires designers to appropriately size the peripheral components for a given output voltage and current. These values are often based on equations given by the component manufacturer in the datasheet. Instead of manually calculating the needed component values, you can use Copilot’s Code Interpreter to do it for you. Looking at your programmable regulator IC, the design information in its datasheet, and the context of your circuit and project requirements, Copilot creates a Python script that calculates what passive components such as inductor, input and output capacitors and resistor values are ideal. You’ll even get multiple options to pick from, so you maintain freedom in your design choices.

Check out this example in action here.

Design and Review of Analog Filters

Relatively complex mathematical equations govern the behavior of analog filters. Instead of calculating poles and zeros to graph a transfer function manually, ask Copilot to do it for you. Copilot can use Code Interpreter to analyze your circuit, calculate the frequency response, and plot your transfer function. You then have access to a detailed plot to review and Copilot-created design feedback and recommendations based on the results.

Check out this example in action here.

Power Consumption Estimation

Determining your system’s overall power consumption can be tedious and arduous. Done manually, the process entails calculating each component’s power consumption and then adding these up individually to estimate the total system value.

With Code Interpreter, Copilot does it all for you. Copilot can analyze your circuit to understand each component’s power consumption, reading through datasheets where necessary to get reliable figures for active components. Then, it can determine your system’s total power consumption and create charts to help you visualize the major contributors to your system’s power draw.

Check out this example in action here.

Improving PCB Design

Another tool in Copilot’s belt, Code Interpreter, makes Copilot more powerful than ever. Now, your team can automate otherwise manual workflows with the power of Python, letting you work more effectively and quickly than in the past. Want to see the power of Code Interpreter in person? Start a new project with Flux today!

Profile avatar of the blog author

Jake Hertz

Jake Hertz is an Electrical Engineer who works with Flux. He has his M.S. and B.S. in Electrical and Computer Engineering, and previously worked for MakerBot Industries where he worked developing the electrical systems for next-generation 3D printers. Find him on Flux @jakehertz

Go 10x faster from idea to PCB
Work with Flux like an engineering intern—automating the grunt work, learning your standards, explaining its decisions, and checking in for feedback at key moments.
Illustration of sub-layout. Several groups of parts and traces hover above a layout.
Design PCBs with AI
Introducing a new way to work: Give Flux a job and it plans, explains, and executes workflows inside a full browser-based eCAD you can edit anytime.
Screenshot of the Flux app showing a PCB in 3D mode with collaborative cursors, a comment thread pinned on the canvas, and live pricing and availability for a part on the board.
Design PCBs with AI
Introducing a new way to work: Give Flux a job and it plans, explains, and executes workflows inside a full browser-based eCAD you can edit anytime.
Screenshot of the Flux app showing a PCB in 3D mode with collaborative cursors, a comment thread pinned on the canvas, and live pricing and availability for a part on the board.
Design PCBs with AI
Introducing a new way to work: Give Flux a job and it plans, explains, and executes workflows inside a full browser-based eCAD you can edit anytime.
Screenshot of the Flux app showing a PCB in 3D mode with collaborative cursors, a comment thread pinned on the canvas, and live pricing and availability for a part on the board.

Related Content

PCB Prototyping vs. Fabrication: Which Process Is Right for Your Project?

PCB Prototyping vs. Fabrication: Which Process Is Right for Your Project?

A practical guide to when hardware teams should use low-volume PCB prototyping to validate a design versus full-scale fabrication to scale production, and how to transition between the two without costly mistakes.

Profile avatar of Yaneev Hacohen
Yaneev Hacohen
|April 21, 2026
Blind Vias, Buried Vias, and Microvias: A Complete Guide to PCB Via Types

Blind Vias, Buried Vias, and Microvias: A Complete Guide to PCB Via Types

A practical guide to the four main PCB via types — through-hole, blind, buried, and microvia — covering how each is fabricated, their cost and signal-integrity trade-offs, and when to use them based on layer count, BGA pitch, and routing density.

Profile avatar of Yaneev Hacohen
Yaneev Hacohen
|April 21, 2026
PCB Design for Manufacturability (DFM): Rules and Best Practices

PCB Design for Manufacturability (DFM): Rules and Best Practices

Learn PCB design for manufacturability (DFM) guidelines, rules, and common issues to ensure your circuit boards can be reliably produced.

Profile avatar of Yaneev Hacohen
Yaneev Hacohen
|April 16, 2026
Best PCB Routing Techniques for Clean Circuit Board Layouts

Best PCB Routing Techniques for Clean Circuit Board Layouts

Learn the best PCB routing techniques for clean circuit board layouts, including trace routing tips, differential pair routing, and layout best practices.

Profile avatar of Yaneev Hacohen
Yaneev Hacohen
|April 16, 2026
High-Speed PCB Design: Layout Rules, Signal Integrity, and Routing Best Practices

High-Speed PCB Design: Layout Rules, Signal Integrity, and Routing Best Practices

Whether you're migrating from popular EDA applications or starting fresh, mastering high speed PCB design has never been more intuitive. Flux enables teams to design, simulate, and route with real-time AI assistance, so you can spin your next high-speed board with total confidence.

Profile avatar of Yaneev Hacohen
Yaneev Hacohen
|March 26, 2026
Design Rule Checking (DRC) in PCB Design: Real-Time vs Batch, Rules, and Common Failures

Design Rule Checking (DRC) in PCB Design: Real-Time vs Batch, Rules, and Common Failures

DRC is an automated process that checks your PCB layout against manufacturing and electrical constraints, catching errors like trace spacing and drill sizes before fabrication. Modern tools run this in real-time during design, while older ones batch-check at the end, often producing overwhelming error lists.

Profile avatar of Yaneev Hacohen
Yaneev Hacohen
|March 26, 2026
What Is a PCB? A Beginner's Guide to Printed Circuit Board Design

What Is a PCB? A Beginner's Guide to Printed Circuit Board Design

Whether you are exploring “What is a PCB?” for the first time or moving into advanced hardware engineering, modern tools make the process easier than ever. With Flux's AI-assisted platform, you can skip the steep learning curve of popular ECAD applications and design collaboratively directly in your browser. Once your board is routed and ready for fabrication, Flux's built-in supply chain features connect you directly with worldwide distributors to source parts instantly. Sign up for free today and start building!

Profile avatar of Yaneev Hacohen
Yaneev Hacohen
|March 21, 2026
Simulate Circuits with a Prompt

Simulate Circuits with a Prompt

Flux brings circuit simulation to wherever you are in the design process. Start from a prompt when you have no schematic, or let Flux analyze your existing design automatically.

Profile avatar of Lance Cassidy
Lance Cassidy
|March 20, 2026