Problem Statement

DAOs managing validator delegation on Ethereum or staking platforms face several structural challenges:


⚠️ 1. Static Logic, Manual Updates

Delegation strategies often rely on:

  • Fixed thresholds or scripts,

  • Infrequent proposal cycles,

  • Delays between metric change and action.

This leads to underperformance in dynamic markets.


⚠️ 2. Zero Auditability

AI bots (where used) are:

  • Opaque,

  • Not verifiable,

  • Impossible to trust or govern.

DAOs cannot prove that delegation logic was correct — only that it was executed.


⚠️ 3. No Monetization of Strategy

Even if an off-chain agent is accurate:

  • It earns no revenue,

  • Has no on-chain value,

  • And cannot be governed, shared, or sold.

DAOs lack the infrastructure to tokenize their intelligence.


🔍 Core Pain Points Recap:

Challenge
Description

Performance Drift

Validator uptime/APR changes rapidly — logic lags behind

Slashing Risk

Delegating to unstable validators → lost yield

Lack of Verifiability

No proof of why or how decisions were made

No Assetization Path

AI agents can't generate revenue or act as economic units


Hubic solves these gaps with zk-inference pipelines and RWA-enabled agents — where every model is verifiable, composable, and monetizable.

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