YC Spring 2026 (P26) company

General Instinct

Deployable Physical AI on Any Edge Device.

b2binfrastructuredeveloper tools25 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 https://t.co/fm4Xb2GrZa

    We ran a 122B LLM on 8 GB VRAM and it beats @GoogleDeepMind's Gemma-4 https://t.co/fm4Xb2GrZa

  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

    In fact robotics models can run on devices that fit in your pocket and cost $200

    In fact robotics models can run on devices that fit in your pocket and cost $200

  4. LinkedIn

    Introducing Instinct v0: the first agent that sees the physical world. Deploy it on edge devices like iPhones or run it in the cloud. With hybrid inference, Instinct keeps vision-based workflows… | General Instinct (YC P26)

    Introducing Instinct v0: the first agent that sees the physical world. Deploy it on edge devices like iPhones or run it in the cloud. With hybrid inference, Instinct keeps vision-based workflows running even when connectivity drops. From wearables to real-world assistants,...

  5. X

    stop calling APIs and run your own AI

    stop calling APIs and run your own AI

  6. X

    Saturday Robotics 18

    Saturday Robotics 18

  7. LinkedIn

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

    We ran a 122B LLM on 8 GB VRAM and it beats Google DeepMind's Gemma-4 hf: https://lnkd.in/gCgNtUV7 github: https://lnkd.in/g6KcyP4W blog: https://lnkd.in/gxxVVFkN

  8. X

    Had great time at @ycombinator paper club! https://t.co/AWKZ04GoCu

    Had great time at @ycombinator paper club! https://t.co/AWKZ04GoCu