Altium File Parsing, AI Design Reviews & PCB Viz Tools

OnTrack · 21 Apr 2026 · 49m · Episode 339

AI in practice: 3 real uses of AI described

What this episode covers

Eli Hughes, principal at Wavenumber LLC, demonstrates his open-source 'Altium Cruncher' toolset, which parses Altium project files to generate BOMs, net lists, and 3D HTML viewers without opening the CAD software. He explains how he feeds these parsed net lists into AI models like Claude and Codex for automated design reviews, power tree analysis, and Zephyr device tree generation, drastically reducing manual effort. Hughes outlines his vision for a next-generation, AI-queryable knowledge store that ingests decades of schematic history and reference designs from companies like TI and NXP to facilitate design reuse and supply chain validation.

AI in practice

Where this conversation describes AI being used to build or deliver a product. Part of the AI in practice tracker.

Engineering & simulationClaude2 or 3 minutes

The speaker used Claude to analyze a parsed net list and automatically generate a Zephyr device tree for a custom board, reducing a task that typically takes a day to just a few minutes.

“I can literally, in 2 minutes, tell Claude, hey, use out Tim Cruncher, grab the net list. … it created this board file. … Now it, like, when I say it's like 2 or 3 minutes, it's 2 or 3 minutes, Anne Claude knows how to build it, it is ready to go.”

Speaker 2 · Hear it at 26:11

Engineering & simulationClaude

The speaker used Claude to build a power tree diagram by analyzing semantic information from data sheets and the parsed net list, identifying correct power connections.

“I can say, hey, from what you can read in the data sheet, build me the power tree because now it has all the, it has all of the semantic information about, you know, the pins, the functions, um, and everything. And it's scary good to tell you saying, 0 yeah, you've got your VDD core going here…”

Speaker 2 · Hear it at 26:11

Engineering & simulationCodex

The speaker feeds parsed net lists into Codex for AI-assisted design reviews and power tree analysis, leveraging the JSON format to avoid errors associated with image-based parsing.

“I literally open Code Extra Clawed, I say, run out Theme Cruncher Netlist. Uh, we have all the data sheets, but then I can say, hey, from what you can read in the data sheet, build me the power tree…”

Speaker 2 · Hear it at 26:11

Mentioned

Companies
Altium, Wavenumber LLC, NXP, TI, Octopart, Cadence, Digi-Key
Products
Super Monkey Board
Tools
Altium Cruncher, Mega Maid, Claude, Codex, Zephyr, KiCad, OrCAD

Other shows on the same ground, closest first.

  • The Next Byte Podcast · 1h 05m

    251. Michael Corr & Justin Sears on How Altium & Duro Are Fueling the Next Generation of Hardware Startups

    Michael Corr, co-founder and CEO of Duro, and Justin Sears, Head of Product Marketing at Altium, discuss how Duro’s cloud-based PLM platform and Altium’s Agile Teams are breaking down silos between electrical, mechanical, and procurement teams. They explain how Duro’s API-first architecture enables specialized AI agents to automate tasks like BOM analysis and part sourcing, addressing the critical need for real-time supply chain visibility. The conversation highlights the acquisition of Duro by Altium, the shift from selling 'vitamins' to 'medicine' for hardware startups, and the resurgence of small, fast-moving hardware companies leveraging modern tooling.

  • The Amp Hour · 44m

    #440.3 - Interviews with Anool Mahidharia, AJ Keller, Uriel Guy, Ste Kulov, and Craig Bishop at KiCon 2019

    At KiCon 2019, Anool Mahidharia discusses using FreeCAD with KiCad, while AJ Keller from Neurosity explains the challenges of integrating 3D models for wearable headset PCBs. Uriel Guy presents KiCadShop, an open-source library for programmatic PCB layout, and Ste Kulov of HD Retrovision details the hardware and reverse-engineering efforts behind retro console video cables. Craig Bishop shares his perspective on PCB design tools, auto-routing, and the future of open-source hardware development.

  • The Amp Hour · 1h 00m

    Layout Review with Zachariah Peterson

    Zachariah Peterson, founder of Northwest Engineering Solutions and Altium's technical consultant, discusses the state of PCB design, the industry's shift toward EMC expertise, and the impact of AI tooling. He details Altium's acquisition by Renesas, the critical need for engineers to understand manufacturing constraints and stack-ups, and the risks of relying on semiconductor data sheets for EMC guidance. Peterson also shares insights from his 'Layout Review' content series, highlighting common DRC errors and the value of mentorship in a lean industry.

  • TRADEOFFS · 1h 01m

    T-25-010 : Ioannis Papamanoglou and Narayan Powderly - Engineers transforming how we design, test, and build hardware with atopile

    Narayan Powderly and Ioannis Papamanoglou, co-CEOs of atopile, discuss their command-line circuit design tool that brings software development practices to hardware engineering. They explain how their frustration with slow board development cycles at Tesla and smart bike lock projects led them to create a domain-specific language that captures design intent rather than just schematics. The guests detail how atopile integrates with KiCad for layout, leverages LLMs for rapid iteration, and aims to empower full-stack engineers by automating the drudgery of component selection and validation.

  • Embedded.fm · 1h 13m

    20: Soldered Together By Monkeys

    Phil King of Weekend Engineering advises host Elecia White on the end-to-end process of designing and fabricating a custom PCB, from schematic capture to assembly. They discuss the trade-offs between professional EDA tools like OrCAD and Altium, free options like EaglePCB and KiCad, and vendor-specific tools like DigiKey's SchemeIt and ExpressPCB. The conversation covers the critical importance of net lists, PCB layout challenges such as trace spacing and via types, and the logistical complexities of sourcing components and managing fabrication costs.

The summary, chapters and topics are generated from the episode’s audio by this directory, not written by OnTrack. The episode itself belongs to its publisher.