Coac (@LVCoac) header
Coac (@LVCoac) profile picture
Paris, France
Joined September 2017
Photo by Coac (@LVCoac)Photo by Coac (@LVCoac)Photo by Coac (@LVCoac)Photo by Coac (@LVCoac)Photo by Coac (@LVCoac)Photo by Coac (@LVCoac)Photo by Coac (@LVCoac)
Demystifying AI routing live with community boards. A must-listen podcast with the @DeepPCB team!
We recorded an episode of Altium's OnTrack podcast with Zach Peterson Nabil and I walked through how @DeepPCB works. There's a reinforcement learning router underneath, and Cooper sits on top of it, reading your board and getting your design intent into the file before anything gets routed The boards weren't ours. We received three from Zach's community and routed them. On the one we started from scratch on air, Cooper's first observation was that the ground and power layers were typed as signal. That's the setup gap behind most of the "autorouters don't work" you hear: route that board as it stands and you get traces where you wanted a copper pour We also spent time on what we don't do (yet). We'd rather say it someone else's podcast is easier than it sounds, because the alternative is a customer finding out for themselves These tools change the designer's job. They don't remove the need to know (1) something about PCB design, or at least (2) what you're trying to achieve
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Cooper does not just flag the anomaly. It names the cause and applies the fix
Your anomaly list tells you what's broken but never what to do about it Ask Cooper. It names the cause and fixes what it can The better the models behind it get, the more of the work it takes. The routing stays in @DeepPCB
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Route the critical 20% yourself. Tell the AI to handle the rest
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Delegate the setup. Approve the fix. Hit route.
Cooper finds the setup gaps. You confirm once. Cooper fixes them all. Missing power net class. USB-C diff pair config. Unknown nets to classify. Nothing runs that you didn’t approve. bit.ly/4aZHimp
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Try Cooper
🤖 Cooper is live: your layout expert, on demand. It checks your board before @DeepPCB routes it. Upload a board. Cooper tells you what’s wrong before you route, fixes it once you confirm, then drives the engine. 96% mean completion, DRC-clean. It flags it. It fixes it. Done. Try it now: bit.ly/4vnMzfN #ElectronicsEngineering #PCBDesign #PCBLayout #AIAgent #DeepPCB #Hardware
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Software figured this out decades ago. Hardware is finally catching up
Software: free to start Hardware: five-six figures Same idea, different gate Upload a board. See for yourself
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Native AI routing right inside KiCad. Game changer.
Want your board directly routed with AI in KiCad? DeepPCB just dropped a KiCad plugin. Get started in 2 steps: Install from the Plugin Manager Add your API key & hit Start Routing Check out our blog: bit.ly/49WlmIk #PCBDesign #KiCad #EDA
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30 years of PCB experience is invaluable. It’s also your biggest single point of failure. A must-read on the demographic time bomb hitting hardware engineering. 👇
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AI isn’t just revolutionizing software; it’s completely rewiring how we think about hardware.
🎊 Decisive Agents 03: The PCB Issue is out now! 🎊 Join Decisive Agents in an exploration of how AI is redefining PCB design, and its accelerating impact on culture, sustainability, and much more.
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Come for the live demo at PCB East!
We're at PCBEast 2026 next week 👋 Booth 207 · DCU Center, Worcester MA · April 29 Live demo of the full DeepPCB platform. One clean workflow. No manual iterations. No DRC violations. Also dropping: limited print copies of The PCB Issue by @DecisiveAgents. First come, first served. Free to attend, register at bit.ly/4cj97r7
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See how combining Deep RL and LLMs can route thousands of PCB connections in hours instead of days
⏳ 𝟭 𝘄𝗲𝗲𝗸 𝘁𝗼 𝗴𝗼 𝗯𝗲𝗳𝗼𝗿𝗲 𝗚𝗔𝗜𝗡 𝗠𝗲𝗲𝘁𝘂𝗽 #𝟭𝟰 🇫🇷 DeepPCB on stage: 𝗔𝗽𝗿𝗶𝗹 𝟮𝟴 📍 𝗣𝗮𝗿𝗶𝘀 🗓️ 𝟲:𝟯𝟬 𝗣𝗠 Deep RL + LLMs for PCB design. Hundreds of components, thousands of connections, real manufacturing constraints. Days to hours. 𝗦𝘁𝗲𝗳𝗮𝗻𝗼 𝗖𝗮𝗹𝗼𝗻𝗶 breaks down the production architecture. ⚠️ 𝗟𝗮𝘀𝘁 𝘀𝗲𝗮𝘁𝘀: bit.ly/4cqvIkj
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Happy to see that my bot stayed strong🥇at #CoG2019 teapaw.org/cog2019ieee/status/116… Thanks for the competition aCat!
Replying to @ieee_cog
Strategy Card Game AI competition results: congratulations Victor Le! #CoG2019
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The win rate
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My agent took the 1st place at the #CEC2019 Strategy Card Game AI Competition 🏆. You can check the details and leaderboard here, incuding source code jakubkowalski.tech/Projects/…
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How to detect Super Smash Bros characters using Tensorflow detection API coac.github.io/posts/2019-04… 🤖 #SSBU #DeepLearning
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The detection was done from a small sequence of this video youtu.be/eYUohOTqn7g
Output example using twinkle twinkle as sample in WFC algorithm #wfc #WaveFunctionCollapse
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If you want to use your own sample or reproduce this, checkout my python implementation github.com/Coac/wave-functio… It supports 1D, 2D and 3D data 😇
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A ready to use fluentd-influxdb-grafana with docker-compose 📦github.com/Coac/fluentd-infl…
A little 3D test with voxels, sample (left) and generated via wfc (right)
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Very basic version, but it works 🧙‍♂️#procgen #wfc
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From this simple sample🤷‍♂️
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