To The Moon

Evolution of Compute

Essentially a history of "moving from general logic, to specialized division of labor, and ultimately to breaking through physical limits"

When traditional silicon-based semiconductors and the Von Neumann architecture hit the limits of Moore's Law

And the "thermal wall / memory wall"

The architecture of QPU and SPU is precisely the shift of computing architecture towards non-silicon bases and extreme domain specialization

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< QPU >

Quantum Processing Unit

Quantum Processing Unit: Breaking Physical Boundaries

Core Positioning: A brand-new hardware core that leverages quantum superposition and quantum entanglement properties for computation

Computational Characteristics and Corresponding Functions

Traditional chips (CPU/GPU)

Perform sequential or parallel operations using bits of 0 or 1; QPU operates on quantum bits (Qubits)

It is not designed to replace the CPU to run operating systems, but is specialized for ultra-high-dimensional combinatorial optimization, cryptographic decryption, molecular structure simulation (new drug/material R&D), and complex financial risk models

Evolutionary Logic: When a GPU processes certain ultra-high-dimensional non-linear problems, even maxing out power consumption and stacking more compute power will not yield a solution within a finite timeframe

The emergence of QPU represents a leap in computing media from "electron flow" to "quantum state"—an "exponential" weapon that completely overturns traditional cryptography and underlying simulation

< SPU >

Signal / Spatial / Security Processing Unit

Spatial and Domain-Specific Processing Unit

The SPU has different emphases in the industry based on application scenarios (spatial computing, security protection, signal processing), with its core evolutionary logic pointing toward "extreme specialization (ASICization) and edge physical interaction"

Spatial Processing Unit

(Spatial Processing Unit)

Representative Works: Such as the R1 chip in Apple Vision Pro, or extreme spatial sensing and robotics sensors

Function: Dedicated to real-time processing of physical world spatial data such as LiDAR, multi-channel cameras, and Inertial Measurement Units (IMUs), requiring ultra-low latency (<12ms) to seamlessly merge digital compute with the physical world

Security / Signal Processing Unit (Security / Signal Processing Unit)

Function: Dedicated to hardware-level zero-trust encryption, confidential computing, and signal pulse filtering

Evolutionary Logic: During distributed node transactions and data handoffs, hardware isolation and data decryption are completed directly within the SPU, ensuring core data is not exposed prior to flowing through the CPU/GPU

Panoramic View of Compute and Underlying Architecture Evolution

Linking these compute nodes together, the transition path of the entire computing era becomes extremely clear:

[CPU] General Logic Commander

│ㅤㅤㅤㅤㅤㅤㅤ

├─► [GPU] Large-Scale Matrix/

｜ㅤㅤParallel Compute (Training)

│ㅤㅤ│

│ㅤㅤ└► [NPU] Edge High-Energy-

｜ㅤㅤEfficiency Inference (Low Power 

｜ㅤㅤApplications)

│ㅤㅤㅤㅤㅤㅤㅤ

├─► [DPU] Data Flow

｜ㅤㅤ& Infrastructure Transit

｜ㅤㅤ(Solving Network and IO

｜ㅤㅤBottlenecks)

│ㅤㅤㅤㅤㅤㅤㅤㅤ

├─► [Future Ultimate Poles]

├─► [SPU] Spatial & Physical

｜ㅤㅤSensing (Converting Physical

｜ㅤㅤWorld into Data)

└──► [QPU] Quantum State Limit Resolution

(Solving Dead Ends Beyond Traditional Semiconductor Compute)

《 Ultimate Domain Anchor 》

SPU is responsible for inputting the physical world (space, signals, security) into the system with extreme fluidity

DPU is responsible for seamless data and traffic transit and infrastructure scheduling at the underlying layer

QPU operates at the highest dimension, applying a physics-level dimensionality reduction strike to the extreme problems where traditional compute hits the wall

Moving from "Human-Computer Interaction" to "Spatial Sensing and Quantum Resolution"—this is not merely a change in chip nomenclature, but a solid evolutionary path as capital and compute shift toward underlying hardware, completely breaking free from the illusory software layer

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