AI Agent Creation - ZoRobotics/Files GitHub Wiki
π€ AI Agent Creation β Principles and Advantages
ZoRo Agents are persistent, wallet-native AI entities powered by the zoro-ai-v1 model. Each agent operates on encrypted memory, Web3 data, and DAO-approved datasets, enabling verifiable, contextual behavior across chains, interfaces, and sessions. Unlike conventional agent frameworks, ZoRo provides a decentralized, cost-efficient, and intelligence-aligned environment built for Web3-native AI applications.
π Core Principles of Agent Architecture
The ZoRo Agent framework is not a tool for launching static LLM bots. It is a protocol-level infrastructure for lifelong digital intelligence, where every agent:
- Is cryptographically bound to a wallet address (EOA or smart wallet)
- Accumulates private and public memory across time, sessions, and interfaces
- Has the right to operate using Web3-native permissions and signature-based logic
- Can be verified, cloned, permissioned, paused, or delegated by its owner
- Learns from user behavior, project taskflows, and biometric input streams (optional)
- Pays for its own operation (inference, memory, sync) using programmable tokens (ZORO)
Agents are defined not by prompt engineering, but by identity + memory + behavior scope β giving developers the ability to define intelligence not as a product, but as an evolving, composable function on-chain.
π§ Agent Composition
Each agent instance in ZoRo is structured as follows:
1. Identity Layer
- Wallet address (user, team, DAO)
- Optional alias, handle, or namespace
- Session routing via wallet signature
2. Model Binding
- Current:
zoro-ai-v1
(custom fine-tuned LLaMA variant) - Automatically connected to the agentβs memory vector space
- Future versions will allow multi-model switching or delegation
3. Memory Graph
- Chat history
- Task completions
- On-chain event reactions
- Biometric sequences
- Project-specific interactions
- Stored using zk-encrypted slots in on-chain meta-profile
4. Access Logic
- Who can query the agent
- Who can write to its memory
- Whether memory is public/private/DAO-visible
- Enforced by on-chain access policy and wallet signature verification
π§© Use Cases
Use Case | Description |
---|---|
Personal On-Chain Assistant | Summarizes voting, proposals, transactions, staking, NFT activity |
Project-Scoped Agent | Ingests contributor data, annotation tasks, docs; answers questions |
Biometric Companion | Learns from physical data β sleep, motion, glucose; delivers insight |
Cross-App AI | Telegram bot + Web + Mobile, all with memory continuity |
Data Curation Agent | Operates on training tasks, validates or routes content for model learning |
Community Tooling | Answers based on DAO history, docs, metrics, and governance logic |
π Why Build on ZoRo vs Other Platforms?
ZoRo is the only system where agent memory, logic, and behavior are native to the chain β not externalized or stored off-session.
Feature | ZoRo AI | Open Source / Other AI APIs |
---|---|---|
Identity Layer | Wallet-bound agents | Stateless sessions |
Encrypted Memory | On-chain, zk-attested | Volatile or off-session context |
Data Ownership | User-signed, permissioned | Hosted by platform provider |
Web3 Payment Integration | Native ZORO token logic | None / fiat gateways |
Custom Knowledge Base | Web3+biometric+DAO datasets | General web-scraped corpora |
Model Adaptation | Fine-tuned for wallet/Web3 logic | General-purpose LLMs |
Open Agent Interoperability | Shared memory + API + project ID | Isolated models and accounts |
Cost per 1K tokens | ~$0.0001 (in ZORO) | $0.002β$0.03 (OpenAI/HuggingFace) |
Deployment Flexibility | Web, mobile, CLI, Telegram | Mostly web or cloud-bound |
Training Feedback Loop | DAO + contributor-driven | Closed fine-tune cycle |
πͺ Token-Powered Access
Every agent action is tokenized using ZORO:
- Per-call inference: 0.0001 ZORO per generated token
- Memory usage: Billed based on context depth and payload
- Subscription: 20 ZORO/month unlocks persistent memory and reduced costs
β ZORO Token
π Next Steps
β AI-on-Chain
β Inference API & SDK
β Run a Node