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General Instinct (General 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, Bill & Guanming Wang!

46,562 views • 4 months ago •via X (Twitter)

30 Comments

Emaan's profile picture
Emaan4 months ago

@gen_instinct @BillJiao930 @Guanming717 big win for anyone building robotics or on device AI systems

FlutterFlow's profile picture
FlutterFlow4 months ago

@gen_instinct @BillJiao930 @Guanming717 eyyy lets gooo

Isaac Sin's profile picture
Isaac Sin4 months ago

@gen_instinct @BillJiao930 @Guanming717 bullish!

Kingsong Chen's profile picture
Kingsong Chen4 months ago

@gen_instinct @BillJiao930 @Guanming717 Wooo congrats team! @BillJiao930

laura's profile picture
laura4 months ago

@gen_instinct @BillJiao930 @Guanming717 👏🏻👏🏻 @BillJiao930 !!

Harsha from Slashy's profile picture
Harsha from Slashy4 months ago

@gen_instinct @BillJiao930 @Guanming717 Hugeee

Richard Zhang's profile picture
Richard Zhang4 months ago

@gen_instinct @BillJiao930 @Guanming717 Congrats on the launch @BillJiao930 @Guanming717!

Aadhav Sundar's profile picture
Aadhav Sundar4 months ago

@gen_instinct @BillJiao930 @Guanming717 the goats @BillJiao930 @Guanming717 s

Ismaeel Bashir's profile picture
Ismaeel Bashir4 months ago

@gen_instinct @BillJiao930 @Guanming717 Nice to see a push on edge ML recently :)

Amogh Shrivastava's profile picture
Amogh Shrivastava4 months ago

@gen_instinct @BillJiao930 @Guanming717 this is genuinely so fire, edge ai ftw!

Vatsalpandya333's profile picture
Vatsalpandya3334 months ago

@gen_instinct @BillJiao930 @Guanming717 W

Ali Murtaza's profile picture
Ali Murtaza4 months ago

@gen_instinct @BillJiao930 @Guanming717 Congrats

匿鱼 (W)'s profile picture
匿鱼 (W)4 months ago

@gen_instinct @BillJiao930 @Guanming717 Congrats @BillJiao930

Heath Sun ☉'s profile picture
Heath Sun ☉4 months ago

@gen_instinct @BillJiao930 @Guanming717 Congrats guys!

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sabir hussain4 months ago

@gen_instinct @BillJiao930 @Guanming717 Will offline AI become the standard soon?

VV's profile picture
VV4 months ago

@gen_instinct @BillJiao930 @Guanming717 Congrats !

Pisgah's profile picture
Pisgah4 months ago

@gen_instinct @BillJiao930 @Guanming717 Huge! Congrats to the launching team

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Ian Fong4 months ago

@gen_instinct @BillJiao930 @Guanming717 cool vid

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prune4 months ago

@gen_instinct @BillJiao930 @Guanming717 Purposely setting up cameras with the worst lighting and audio possible

Thomas Tao's profile picture
Thomas Tao4 months ago

@gen_instinct @BillJiao930 @Guanming717 Very cool launch. Offline, low-latency inference on real hardware is hard.

داؤد's profile picture
داؤد4 months ago

@gen_instinct @BillJiao930 @Guanming717 Congrats man

The Indie-Collaborative-Entrepreneur's profile picture
The Indie-Collaborative-Entrepreneur4 months ago

@gen_instinct @BillJiao930 @Guanming717 whats the different from edgeimpulse/tensil?

Gomez Brad's profile picture
Gomez Brad1 month ago

@gen_instinct @BillJiao930 @Guanming717 The long-term impact of large language models will depend on governance, regulation, and responsible innovation in real-world applications.

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Dr. Richard4 months ago

@gen_instinct @BillJiao930 @Guanming717 Excellent optimization. My lab faces this gap constantly: frontier models perform beautifully in testing but fail on constrained factory hardware. A 150ms offline budget on Jetson with zero cloud dependency is exactly what manufacturing robotics needs. 🔧🤖

Victor Cheng's profile picture
Victor Cheng4 months ago

@gen_instinct @BillJiao930 @Guanming717 wow this is so insane

Sridhar A's profile picture
Sridhar A1 month ago

@gen_instinct @BillJiao930 @Guanming717 edge deployment is the real bottleneck for physical ai right now, getting frontier models to run offline on jetsons and arm chips is no joke. congrats @BillJiao930 and @Guanming717, this is exactly the kind of infra layer robotics needs

Lean SupplAI's profile picture
Lean SupplAI4 months ago

@gen_instinct @BillJiao930 @Guanming717 Take a look

Jinhao Bai's profile picture
Jinhao Bai4 months ago

@gen_instinct @BillJiao930 @Guanming717 Congrats on the launch!

Hana Elster's profile picture
Hana Elster4 months ago

@gen_instinct @BillJiao930 @Guanming717 Lfgggg

Jared's profile picture
Jared4 months ago

@gen_instinct @BillJiao930 @Guanming717 Goat

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