FF EAI Brain
Open Source and Open Developer Platform Strategic Launch
Recruitment of Developer for the Ecosystem Platform
Open Developer Platform -Technical Architecture
Young Developer
Developer
Professional Developer
Tools Layer
Developer Portal
Documentation · Accounts · Community · Simulation Sandbox · Upload · Reviewing · Publishing
Brain Blocks
Block-based Programming
Scratch-like Programming
Output: Learning Projects / Skills
Scratch-like Programming
Output: Learning Projects / Skills
Create Studio
Motion Imitation
Teleoperation / Video
Output: Motion Skills
Teleoperation / Video
Output: Motion Skills
EAI Soul
Persona Dialogue
Voice Tone / Personality
Output: Persona Configuration
Voice Tone / Personality
Output: Persona Configuration
EAI Scribe
EAI Skill Book / Skill Specification
Dialogue-to-SKILL
Definition file Generation
Output: Natural-Language-Defined Skills
Dialogue-to-SKILL
Definition file Generation
Output: Natural-Language-Defined Skills
EAI Studio
Data Collection · Training · Evaluation · Deployment
IL / RL Training
Output: Policy Models
IL / RL Training
Output: Policy Models
SDK · API
Low-Level Development
Python / C++
Output: Professional-grade Skills
Python / C++
Output: Professional-grade Skills
Scribe Shared Entry Point · Applicable to All Three Groups · Industry-Standard Skill Paradigm · Portable Across AI Agent Ecosystems
EAI Brain
Brain Core Layer :
① Understanding Layer Multimodal Perception · Semantic Reasoning · State Estimation · World Modeling · Memory System
② Orchestrator Layer Instruction Interpretation · Task Management · Motion Planning & Adaptation · Dynamic Replanning · IM-based Dialogue Triggering
③ Execution Layer Skill Execution · Motion Generation · Motor Coordination · Safety Monitoring & Feedback · Whole-Body Control
Foundation Layer :
Safety · Middleware (ROS2) · Framework · HAL · Driver · RTOS
Publishing
Youth Skill Showcase
Brain Blocks Learning Projects · Parental Supervision
Agent Skill Store
Motion Persona SKILL.md Strategy Profession
What Capabilities And Tools Do We Provide For Developers?
Six major tools
Brain Blocks
Block-Based Programming
Based on Scratch
Output
Student Projects
Based on Scratch
Output
Student Projects
Create Studio
Motion Imitation
Teleoperation / Video
Output
Motor Skills
Teleoperation / Video
Output
Motor Skills
EAI Soul
Persona Dialogue
Voice / Personality
Output
Persona Configuration
Voice / Personality
Output
Persona Configuration
EAI Scribe
EAI Skill Book
Dialogue-Generated SKILL.md output
Natural Language Skills
Dialogue-Generated SKILL.md output
Natural Language Skills
EAI Studio
Collect–Train–Test–Deploy
IL · RL Training
Output
Policy Model
IL · RL Training
Output
Policy Model
SDK · API
Low-Level Development
Python/C++
Output
Professional Skills
Python/C++
Output
Professional Skills
Scribe: Cross-Role Shared Entry Point · Usable by Three Types of Developers · It aligns with the Industry-Standard Skill Paradigm, Portable Across AI Agent Ecosystems
Four major infrastructures
01
Developer platform & documents
Unified entry point integrating documentation, SDKs, examples, and community support to help developers quickly understand platform capabilities, complete integration and development, and efficiently get started from beginner to advanced levels.
02
Sim-to-Real Loop
High-Fidelity Simulation Sandbox + Data Replay Mechanism
Agents can perform tens of millions of virtual training sessions in the cloud, then be safely deployed to real robots after validation, significantly reducing trial-and-error costs.
Agents can perform tens of millions of virtual training sessions in the cloud, then be safely deployed to real robots after validation, significantly reducing trial-and-error costs.
03
Data Engine
Under a compliant, secure, and controllable framework, we provide real-world scenario data feedback and evaluation infrastructure to support continuous iteration of models and skills — making them smarter with every use.
04
DevOps & Toolchain
Full toolchain support: sandbox testing, one-click packaging and publishing, version management, compatibility testing, and quality evaluation.
Significantly lowers the barrier to developing and releasing embodied intelligence applications.
Significantly lowers the barrier to developing and releasing embodied intelligence applications.
What Development & Validation Environments Do We Provide for Developers?
Simulation Dev Environment
(Simulation Layer)
(Simulation Layer)
No hardware needed, zero-barrier startup
Fast training / testing / validation
Suitable for: no budget / rapid iteration
Fast training / testing / validation
Suitable for: no budget / rapid iteration
Cost: Lowest
Outcome: Basic Validation
Outcome: Basic Validation
Goal: Get development "up and running"
Remote Real Robot / Offline Lab
(Cloud Robotics Lab)
(Cloud Robotics Lab)
Schedule remote calls to real robots
Online testing & validation
No need to purchase equipment
Online testing & validation
No need to purchase equipment
Cost: Low
Outcome: Real-World Validation
Outcome: Real-World Validation
Goal: Let development "validate real effects"
Developer Hardware Rental Service
(Hardware-as-a-Service)
(Hardware-as-a-Service)
Exclusive discounted rental plans for developers
Long-term testing / continuous iteration
Pay-as-you-go
Long-term testing / continuous iteration
Pay-as-you-go
Cost: Medium
Outcome: Convenient Development
Outcome: Convenient Development
Goal: Let development "iterate continuously"
Developer Device Supply & Commercial Deployment
(Commercial Layer)
(Commercial Layer)
Exclusive purchase discounts for developers
Enterprise-grade deployment support
From development to scaled application
Enterprise-grade deployment support
From development to scaled application
Cost: High
Outcome: Commercial Deployment
Outcome: Commercial Deployment
Goal: Let development "scale commercially"
We have a complete built developer pathway:
Start fast in simulation
Validate on real hardware
Iterate continuously
Achieve commercial scale
What Atomic Skills Can Developers Build?
Atomic Skills
❶ Learning Creations
Perceptual triggers (light/sound/distance)
Object recognition (person/animal/object)
Voice recognition (keywords/commands)
Environment response (approach/retreat)
Object recognition (person/animal/object)
Voice recognition (keywords/commands)
Environment response (approach/retreat)
❷ Motion Skills
Basic movement (forward/turn/stop)
Mechanical control (grasp/place)
Expressions (lighting/screen changes)
Choreography (dance/combined moves)
Mechanical control (grasp/place)
Expressions (lighting/screen changes)
Choreography (dance/combined moves)
❸ Personality Config
Role setting (teacher/friend/assistant)
Emotion expression (happy/energetic/calm)
Behavior style (lively/cool/professional)
Personal memory (prefs/history)
Emotion expression (happy/energetic/calm)
Behavior style (lively/cool/professional)
Personal memory (prefs/history)
❹ Natural Language Skills
Basic dialogue (Q&A/chat)
Command understanding (voice control)
Content generation (storytelling/explain)
Multilingual (translate/switch)
Command understanding (voice control)
Content generation (storytelling/explain)
Multilingual (translate/switch)
❺ Strategy Models
Decision logic (conditions/path selection)
Task planning (step decomposition)
Multi-agent collab (task allocation)
Adaptive optimization (feedback-driven)
Task planning (step decomposition)
Multi-agent collab (task allocation)
Adaptive optimization (feedback-driven)
❻ Professional Skills
Industry capability (security/medical/edu)
Complex tasks (patrol/monitor/diagnose)
Data analysis (recognize → decide)
Automation flows (end-to-end execution)
Complex tasks (patrol/monitor/diagnose)
Data analysis (recognize → decide)
Automation flows (end-to-end execution)
Compliant Grasping
Algorithm
Algorithm
Voice Interactive
Module
Module
Multimodal Visual
Recognition
Recognition
VSLAM Navigation
Strategy
Strategy
Fine-grained robotic arm control,
adaptive force
adaptive force
50+ languages, offline capable
Object detection / Fall detection / OCR
Precise indoor localization & path planning
What Scenario-Based Agent Skills Applications Can Developers Build?
Pet Companion
Companionship, logging, and automated play — capturing your pet's most adorable moments
Target Users: Households
Skill Capabilities: Model Hub + Skill Orchestrator + Voice Interaction Module
Young developer
Commercial Security
Patrol and risk identification — detecting fire or unauthorized intrusion, triggering immediate alerts and tracking
Target Users: Campuses / Shopping Malls / Factories
Skill Capabilities: Perception Engine + VSlam Navigation + Multimodal Visual Recognition
Professional developer
Home Assistant
Intelligent protection and panoramic interaction — detecting falls or water leaks, auto-dialing for help and shutting off valves
Target Users: Home Users
Skill Capabilities: Sensor SDK + Embodiment DSL + Affective Interaction Model
Developer
Hospitality & Reception
Guided tours and consultation services — escorting guests through venues and delivering on-demand advisory support
Target Users: Hotels / Shopping Malls / Showrooms
Skill Capabilities: Voice Interaction Module + VSlam Navigation + Auto-Adapter
Professional developer
Developer Classification & Grading System
Level \ Class
Young Developer
Developer
Professional Developer
Leader (L4)
Youth Leader
Lead youth teams to complete
complex robot co-creation projects
Lead youth teams to complete
complex robot co-creation projects
Industry Leader
Define vertical scene service standards
Become a Skill market trendsetter
Define vertical scene service standards
Become a Skill market trendsetter
Tech Leader
Define EAI open-source tech standards
Break through intelligent hardware frontiers
Define EAI open-source tech standards
Break through intelligent hardware frontiers
Advanced (L3)
Skill Expert
Proficient in sim-to-real environment testing
With data processing capabilities
Proficient in sim-to-real environment testing
With data processing capabilities
App Architect
Deliver closed-loop industry solutions
With commercial deployment experience
Deliver closed-loop industry solutions
With commercial deployment experience
Research Scientist
Self-develop low-level perception/action algos
Achieve extreme hardware optimization
Self-develop low-level perception/action algos
Achieve extreme hardware optimization
Intermediate (L2)
Creative Maker
Independently complete Skill choreography
Learn robot motion via imitation
Independently complete Skill choreography
Learn robot motion via imitation
Skill Composer
Use Create Studio
Rapidly package & solve specific scene issues
Use Create Studio
Rapidly package & solve specific scene issues
System Architect
Design efficient API call chains
Achieve multi-device cross-hardware adaptation
Design efficient API call chains
Achieve multi-device cross-hardware adaptation
Beginner (L1)
Digital Sprout
Build via block-based coding
Understand robot perception & execution logic
Build via block-based coding
Understand robot perception & execution logic
Scene Explorer
Discover everyday automation needs
Try invoking atomized Skill APIs
Discover everyday automation needs
Try invoking atomized Skill APIs
Core Developer
Build on SDK for basic development
Complete first Agent closed-loop Demo
Build on SDK for basic development
Complete first Agent closed-loop Demo
Build a value closed loop of embodied intelligence
Three Core Values
User Value (Experience Layer)
• AI upgrades from "tool" to proactive task-completing assistant
• No longer just operating Apps — directly solving problems
• Executes in the real world, gets smarter over time
• No longer just operating Apps — directly solving problems
• Executes in the real world, gets smarter over time
From "human uses tool" → "AI does things for humans"
Developer Value (Dev Layer)
Low barrier to entry, high user value
• Skill modularization — capabilities are reusable & composable
• From writing code → assembling capabilities (Agent building)
• Dev cycle dramatically shortened, efficiency up 10×
• From writing code → assembling capabilities (Agent building)
• Dev cycle dramatically shortened, efficiency up 10×
From "writing apps" → "composing capabilities"
Developer Monetization Mechanism
Skill Revenue Share: Developers earn revenue when their uploaded Skills are referenced.
Campus Program: Joint incubation for campus and early-stage startup teams.
Incentive Matrix: Cash grants, special subsidies, and global hackathon competitions.
Industry Value (Ecosystem Layer)
• Apps upgrade into executable capability systems
• Data-driven continuous optimization — system improves with use
• Connects developers, hardware & scenarios — form synergistic ecosystem
• Data-driven continuous optimization — system improves with use
• Connects developers, hardware & scenarios — form synergistic ecosystem
From "building projects" → "building ecosystems"
Developer Incentive Program
Comprising Revenue Sharing, Subsidies, Grants, Hackathons, and Campus Initiatives
Revenue Sharing
Exclusive to Early-Access Partners
Skill sales revenue
Agent subscription revenue
Data contribution rewards
Agent subscription revenue
Data contribution rewards
High revenue-sharing ratio
Sustainable income model
Usage-scale-based settlement
Sustainable income model
Usage-scale-based settlement
Developer Subsidies & Grants
Direct Funding for Seed Developers
First-batch seed developer grants
University Campus Grants
Open-source contribution reward pool
University Campus Grants
Open-source contribution reward pool
Dedicated funding support
Priority incubation resources
Ongoing incentive mechanisms
Priority incubation resources
Ongoing incentive mechanisms
Hackathons & Competitions
High-Stakes Prize Pools & Global Season
Global developer competition ecosystem
Multi-tiered reward structure
Multi-tiered reward structure
Campus Program
1-on-1 faculty mentor matching
Co-authorship support for CoRL / CVPR publications
Fast-track pathway from internship to full-time employment
Co-authorship support for CoRL / CVPR publications
Fast-track pathway from internship to full-time employment
Developer Tier System
Higher tiers unlock greater revenue-sharing ratios
Senior-tier members eligible to vote on product roadmap
Priority access to dedicated technical support services
Senior-tier members eligible to vote on product roadmap
Priority access to dedicated technical support services
Global Community & Exposure
Featured Skill homepage placement
Official tech blog co-authorship opportunities
Priority invitations to the FF Global Developer Conference
Official tech blog co-authorship opportunities
Priority invitations to the FF Global Developer Conference
First Batch 1.0 Co-Creation Partner Recruitment
Empowering Everyone to Build Robot Agent Skills
Join us and co-create the future
Defining a new generation of application forms through "software × mechanics × electronics", building the future of embodied intelligent robots.
Developer Recruitment
No background · Interest-driven
Some background · Tool-ready
Deep technical skills · Love a challenge
Domain expertise · No coding required