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AI Hardware

AI tools for hardware engineers this week

EDA, CAD, simulation, PCB, firmware and factory tools with AI that hardware engineers can start using.

Updated Nov 12, 2026. Read from 36 sources every four hours.

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  1. 1ToolWorth knowingFirst seen Nov 12, 2026

    Train, Simulate, and Serve World Models with NVIDIA Cosmos Framework and NIM | Cosmos Labs

    NVIDIA Cosmos Framework is opening more of the training stack behind Cosmos models, giving developers reusable skills and recipes to build with Cosmos and other compatible models. Join NVIDIA experts for a practical walkthrough of how to choose a recipe,…

  2. 2ToolWorth knowingFirst seen Nov 12, 2026

    KiCad 10 now (unofficially) runs in a web browser or Android

    It’s now possible to run KiCad 10 directly in a web browser or as an Android app thanks to two separate open-source projects, unaffiliated with the official KiCad project. Let’s have a look at both. Ziro Designer/ZiroEDA – KiCad 10 in your web browser Akshay…

  3. 3ToolWorth knowingFirst seen Nov 12, 2026

    Memories.ai builds standardized egocentric video pipeline

    Memories.ai models label every clip: Memories-H0 for hand pose, EgoAction for action segments. | Credit: Memories.ai Memories.ai is building a data pipeline for robotics companies that combines standardized video collection with AI-powered annotation to turn…

  4. 4ToolWorth knowingFirst seen Nov 12, 2026

    Anthropic launches ‘Claude for Manufacturing’

    The new plugin with 17 skills and four connectors helps manufacturers draft quotes, quality reports and supplier requests from the systems they already run, the company said.

  5. 5ToolFirst seen Nov 12, 2026

    It’s snowflake season again, so here’s the generator I posted last year ❄️

    I posted this last November and it got way more attention than I expected. The photos are all ones people printed and shared last year, which was the best part of the whole thing for me. It’s a parametric snowflake generator on MakerWorld. Each one is built…

  6. 6ToolFirst seen Nov 12, 2026

    Octave acquires Cerebre to strengthen industrial AI platform

    Octave Intelligence plc announces the acquisition of Cerebre, a U.S.-based software company that transforms fragmented engineering schematics, plant data and engineering knowledge into a connected plant model. Octave carries the engineering system of record…

The full list moves every four hours.

AI Hardware in Spezia ranks every find as it lands, today and this week, with filters by kind and by source, and you can ask Spezia whether each one is worth your time.

How it is ranked

  • Each item is judged for a hands-on hardware engineer (electrical, mechanical, semiconductor, embedded, robotics or manufacturing): how much it could speed up or improve real design, verification or build work this week, whether it is new, and whether there is a real product, part, project or result behind it.
  • How hot it is where it was found counts too: points, stars, upvotes, views and likes, each on its own scale.
  • A find picked up in several places at once ranks higher than one seen once.
  • Today fades an item by half its lift every two days. This week ranks on quality alone.
  • Nobody pays to be listed.

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