10x Cheaper Swarm Robotics Protocol
SAP (Space AI Protocol) is a revolutionary protocol that allocates space from a centralized server instead of equipping every robot with expensive onboard GPUs.
It sets a new standard for large-scale robot fleet management with an Off-road architecture, shifting away from the era of Onboard AI.
Legacy (Onboard AI): SAP (Off-road):
βββββββββββββββ βββββββββββββββ
β Robot #1 β β Robot #1 β (Cheap Sensors Only)
β βββββββββββ β β GPS+IMU β
β β GPU+AI β β $10,000 β β $500
β βββββββββββ β βββββββββββββββ
βββββββββββββββ β
βββββββββββββββ
βββββββββββββββ β Edge Server β
β Robot #2 β β Space AI β
β βββββββββββ β β VTS Alloc β
β β GPU+AI β β $10,000 β Phys-Check β
β βββββββββββ β βββββββββββββββ
βββββββββββββββ β
βββββββββββββββ
... β Robot #2 β
β GPS+IMU β $500
ζ» Cost: $10k Γ N βββββββββββββββ
Total Cost: $500ΓN + Server
= 10x Cheaper
- No per-robot GPU needed β $10,000 β $500 per unit
- One Edge Server manages 500-1000 robots
- Drastic CAPEX savings for large-scale deployments
- Algorithm Updates: Update only the central server β Instantly applied to hundreds
- Testing & Debugging: Integrated management in server environment
- Performance Optimization: Leverage cloud computing resources
- Physics Verification at Edge β Pre-emptively block dangerous commands
- Collision Prediction & Avoidance
- Safe Recovery via Rollback Mechanism
- Auction Processing: 8.8 ΞΌs (110x faster than target)
- Simulation Step: 3.24 ms/500 bots (3x faster than target)
- Scalability: Verified for 500-1000 robots
- Rust 1.70+ (Install)
- Windows / Linux / macOS
# Clone Repository
git clone https://github.com/yourusername/SpaceAI.git
cd SpaceAI/rust
# Release build (Required for performance)
cargo build --releasecargo run --release --bin warehouse_demo=== SAP Warehouse Demo ===
Robots: 5, Tasks: 20, Duration: 60s
[00010] VTS: Robot #2 β Task #0 (3.2m)
[00010] VTS: Robot #1 β Task #1 (4.2m)
...
[00220] β
Task #0 done by R#2
...
π All tasks completed!
==================================================
π Final Metrics
==================================================
Tasks Completed: 20/20
Throughput: 0.815 tasks/sec
Handoffs: 27
Collisions: 3
Collision Rate: 15.0%
Elapsed Time: 24.5s
==================================================
5 robots completed 20 tasks in 24.5s. VTS Allocation, Cross-Zone Handoff, and Collision Detection are working correctly.
π Learn More: Quick Start Guide
| Component | Target | Actual | Performance |
|---|---|---|---|
| EdgeRuntime auction | < 1 ms | 8.8 ΞΌs | π 110x Faster |
| Simulation step (500) | < 10 ms | 3.24 ms | π 3x Faster |
| Collision (100 robots) | < 1 ms | 128 ΞΌs | π 8x Faster |
| Zone update (100) | < 100 ΞΌs | 4.5 ΞΌs | π 22x Faster |
- β 226 Tests 100% Passed
- β 7 Benchmarks All Completed
- β Warehouse Demo Verified
- β Scalability: 500-1000 Robots Verified
SAP features a 5-Layer Architecture:
βββββββββββββββββββββββββββββββββββββββββββ
β Cloud (Global State) β β Global Orchestration
βββββββββββββββββββββββββββββββββββββββββββ€
β Edge (Zone Management) β β VTS Allocation, Auctions
βββββββββββββββββββββββββββββββββββββββββββ€
β Physvisor (Physics Supervisor) β β Validation, Simulation
βββββββββββββββββββββββββββββββββββββββββββ€
β Network (Communication) β β Message Transmission
βββββββββββββββββββββββββββββββββββββββββββ€
β Robot (Sensor + Actuator) β β Sensors Only (No GPU)
βββββββββββββββββββββββββββββββββββββββββββ
VoxelTimeSlot (VTS):
- 3D space divided into voxels
- Time slots assigned to each voxel
- Robots "reserve" VTS to move
Vickrey Auction:
- Second-price sealed-bid auction for VTS allocation
- Ensures fairness (Incentivizes truthful bidding)
- Prevents S-MEV (Space MEV)
PredictiveSync:
- Edge predicts robot positions
- Skip sync if prediction error < 10cm
- Reduces network bandwidth by 90%
- π Specification v2.3 - Technical Spec (1776 lines)
- π Quick Start Guide - Detailed Setup Guide
- οΏ½ Project Status Report - Development Status
- π€ ROS2 Bridge - ROS2 Integration Guide
- π VDA5050 Mapping - VDA5050 Compatibility
- π Domain Profiles - WAREHOUSE/FAB/HOSPITAL Configs
- Rust API:
cargo doc --open - rustdoc
SpaceAI/
βββ rust/ # Rust Implementation
β βββ crates/
β β βββ sap-core/ # Core Types
β β βββ sap-physics/ # Physics Verification
β β βββ sap-economy/ # Auction System
β β βββ sap-network/ # Network Layer
β β βββ sap-edge/ # Edge Runtime
β β βββ sap-robot/ # Robot SDK
β β βββ sap-physvisor/ # Physvisor
β β βββ sap-cloud/ # Cloud Service
β β βββ sap-bench/ # Benchmarks
β β βββ sap-examples/ # Examples
β βββ examples/
β βββ warehouse_demo.rs # Warehouse Demo
βββ docs/ # Documentation
β βββ SAP_2.3_Specification.md
β βββ QuickStart.md
β βββ integration/
βββ README.md # This File
The current robotics industry is heading towards Onboard AI:
- Tesla Optimus: GPU per robot
- Boston Dynamics: Onboard Sensors + AI
- Warehouse AMR: Individual Path Planning
Consequences:
- β Cost: $10,000+ per robot (GPU+AI)
- β Updates: Hundreds of individual updates required
- β Collisions: Difficulty in coordination between robots
SAP adopts a Centralized Spatial Allocation approach:
- β Cost: $500 per robot (Sensors only)
- β Updates: Modify server only β Instantly applied
- β Collisions: Physics verification at the Edge
- Scale: 100-500 AMRs
- Savings: $10M β $1M (GPU costs)
- Effect: Optimized algorithms via central updates
- Scale: 50-200 Robots
- Precision: 0.5m voxel, PTP sync
- Effect: Zero collisions, throughput improved
- Scale: 20-50 Robots
- Safety: Patient safety guaranteed via physics verification
- Effect: Multi-robot coordination, bottleneck resolution
SAP is an open-source project. We welcome contributions!
- Open Issue: GitHub Issues
- Pull Request: Contributing Guide
- Join Discussions: Discussions
# Clone
git clone https://github.com/yourusername/SpaceAI.git
cd SpaceAI/rust
# Test
cargo test --all
# Benchmark
cargo bench- Email: spaceai@example.com
- GitHub: @yourusername
- Discussions: Discussions
We welcome collaboration with Big Tech and Robotics companies:
- Technology Review
- Pilot Tests
- Standardization Discussions
MIT License - see LICENSE for details.
Copyright (c) 2025 SpaceAI Team
Permission is hereby granted, free of charge, to any person obtaining a copy
of this software and associated documentation files (the "Software"), to deal
in the Software without restriction...
- Rust Community
- Open Source Contributors
- Everyone who provided feedback
Space AI Protocol - The Future of Scalable Swarm Robotics π