Hubic.ai
  • Hubic AI
  • EMBARK UPON
    • Introduction
      • Proof-of-Inference (PoI)
      • Proof-of-Weights (PoWg)
      • Why Hubic?
      • Main Actors and Their Roles
      • Architecture Overview
      • Use Case Examples
      • Hubic AI Hub – Model Registry
      • RWA Integration
    • Registry & System Architecture
      • Sovereign AI Agents (On-chain AI Logic Executors)
      • Liquid Strategy Engine (LSE)
      • Proof-of-Weights (PoW2)
      • Governance System
      • Hubic Intelligence Hub (Expanded)
      • Visual System Map
    • Economic Model
      • HUB Token Utility
      • Economic Actors & Reward Mechanics
      • Token Flow Diagram
      • Long-Term Sustainability
      • Optional Enterprise Layer
      • Security & Reputation Systems
      • Summary Table
      • Future Expansion Points
      • Final Notes
    • Program Flow Overview
      • Model Registration (One-Time)
      • Inference Request (User Job)
      • Execution Phase (Off-Chain)
      • Verification Phase
      • Rewards & Settlement
      • Optional Extensions
      • Key Takeaways
    • Real-World Use Case Example
      • Introduction
      • Problem Statement
      • System Actors
      • End-to-End Flow: DAO Delegation Automation
      • Benefits to DAO Operations
      • Extensions & Advanced Use
  • Hubic Economic Engine
    • Tokenomics
    • Roadmap
  • Links
    • Website
    • Twitter
    • Telegram
    • GitHub
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  1. EMBARK UPON
  2. Introduction

Why Hubic?

PreviousProof-of-Weights (PoWg)NextMain Actors and Their Roles

Last updated 6 days ago

In traditional AI infrastructure, inference outputs are opaque, unverifiable and reliant on centralized APIs. Hubic changes that. It transforms AI from a black-box process into a verifiable, auditable and monetizable computation layer — fully embedded in Ethereum’s on-chain logic.

🚫 Traditional AI APIs:

  • Opaque logic with no proof of correctness.

  • No audit trail for model decisions.

  • Centralized and permissioned infrastructure.

  • Cannot support tokenized incentives or on-chain composability.

✅ Hubic on Ethereum:

On-chain verifiability

❌

✅ via zk-proofs

Model transparency

❌

✅ (hash-verified)

Execution decentralization

❌

✅ (open zk-inference)

Smart logic integration

❌

✅ (composable agents)

Incentive mechanisms

❌

✅ (token + RWA logic)

🌍 What Makes Hubic Different:

  • 🧾 Proof-Backed Outputs: Every model output is accompanied by a zk-proof and validated by Ethereum contracts.

  • 🧠 Composable zk-Agents: Outputs can drive DAO votes, DeFi actions or capital deployment through trustless automation.

  • 🌐 RWA Integration: Tokenized models become income-generating assets — with usage-based payouts governed by smart contracts.

  • 📈 Decentralized Scoring: AI nodes are continuously rated via zk-verified metrics, powering a transparent reputation economy.

Hubic enables verifiable intelligence to serve as collateral, input for governance or yield-bearing infrastructure in Ethereum-native ecosystems — especially in tokenized RWA strategies where trust and auditability are non-negotiable.