YC Spring 2026 (P26) company

General Instinct

Deployable Physical AI on Any Edge Device.

b2binfrastructuredeveloper tools24 public signals

About General Instinct

Deployable Physical AI on Any Edge Device.

Public traction evidence

Each signal links to the public source used for attribution.

  1. X

    We ran a 122B LLM on 8 GB VRAM and it beats @GoogleDeepMind 's Gemma-4 Made with AI

    We ran a 122B LLM on 8 GB VRAM and it beats @GoogleDeepMind 's Gemma-4 Made with AI

  2. Hacker News

    Launch HN: General Instinct (YC P26) – Frontier models on edge devices

    Hey HN, Guanming and Bill here from General Instinct ( https: general-instinct.com ). After years of working in robotics, we kept running into the same problem: the best models never fit the hardware we actually had available. The models that performed best were usually...

  3. X

    Saturday Robotics 18

    Saturday Robotics 18

  4. X

    stop calling APIs and run your own AI Quote Y Combinator @ycombinator · May 19 General Instinct (@gen_instinct) deploys frontier AI models onto constrained edge hardware, helping robotics and physical AI teams run low-latency models offline on devices like Jetsons, mobile NPUs, and ARM CPUs. Congrats on the launch, @BillJiao930 & @Guanming717! 0:03 / 1:29

    stop calling APIs and run your own AI Quote Y Combinator @ycombinator · May 19 General Instinct (@gen_instinct) deploys frontier AI models onto constrained edge hardware, helping robotics and physical AI teams run low-latency models offline on devices like Jetsons, mobile NPUs,...

  5. LinkedIn

    We ran a 122B LLM on 8 GB VRAM and it beats Google DeepMind's Gemma-4

    [Skip to main content](https://linkedin.com/posts/general-instinct_we-ran-a-122b-llm-on-8-gb-vram-and-it-beats-activity-7468018958919438336-4fot#main-content)[LinkedIn](https://linkedin.com/?trk=[redacted-public-param]) * [Top...

  6. X

    Will be speaking at @saturdayrobotic on 7/18 about "Is Latent All You Need for World Action Models?" We'll explore the past/future of wa...

    Will be speaking at @saturdayrobotic on 7/18 about "Is Latent All You Need for World Action Models?" We'll explore the past/future of wam, the trade-offs/gains of latent-space approaches, and where the field is heading. Join us if you are interested! https://luma.com/f74eguvr

  7. X

    Lets bring instinct to your machine. Quote Y Combinator @ycombinator · May 19 General Instinct (@gen_instinct) deploys frontier AI models onto constrained edge hardware, helping robotics and physical AI teams run low-latency models offline on devices like Jetsons, mobile NPUs, and ARM CPUs. Congrats on the launch, @BillJiao930 & @Guanming717! 0:04 / 1:29

    Lets bring instinct to your machine. Quote Y Combinator @ycombinator · May 19 General Instinct (@gen_instinct) deploys frontier AI models onto constrained edge hardware, helping robotics and physical AI teams run low-latency models offline on devices like Jetsons, mobile NPUs,...

  8. X

    We ran a 122B model on @nvidia Jetson Orin Nano with an NVMe SSD. We're getting closer to a world where everyone can run frontier AI models on their own hardware now.

    We ran a 122B model on @nvidia Jetson Orin Nano with an NVMe SSD. We're getting closer to a world where everyone can run frontier AI models on their own hardware now.