mechanism-design-for-agent-labor

Design bond pricing and settlement mechanisms for agent labor marketplaces.

2|Updated Feb 11, 2026
One-click install
npx skills add https://github.com/curiositech/port-daddy --skill mechanism-design-for-agent-labor
Or copy as Structured Prompt for Agent
Please help me install this Agent Skill.
Skill: mechanism-design-for-agent-labor
Source: https://github.com/curiositech/port-daddy/tree/main/skills/mechanism-design-for-agent-labor
Command: npx skills add https://github.com/curiositech/port-daddy --skill mechanism-design-for-agent-labor

SYSTEM DOCUMENTATION & REQUIREMENTS

What problem does it solve?

Designs bond pricing, escrow mechanics, and settlement protocols that align incentives in AI agent labor markets so that honest behavior is profitable, sabotage is deterred, and marketplace activity is sustainable.

Core Features & Use Cases

  • Multi-factor bond pricing that incorporates task scope, duration, and agent reputation to set collateral levels.
  • Escrow and settlement workflows with clearly defined success, partial completion, sabotage, and dispute outcomes plus multi-oracle verification.
  • Marketplace dynamics including reputation-adjusted discounts, dynamic market multipliers, anti-collusion measures, and cold-start bootstrap strategies.
  • Implementation guidance across fiat (Stripe), crypto (smart contracts), and hybrid ledger approaches with trade-offs and failure-mode mitigations.

Quick Start

Calculate a bond and settlement plan for a 30-minute critical-file write request from an agent with 14 completions and two salvages.

Frequently Asked Questions about mechanism-design-for-agent-labor

High-intent search queries and answers about installing and using this skill.

FAQPage Schema
How do I design incentive-safe bond pricing for an AI agent labor marketplace?

Bond pricing for agent marketplaces requires complexity, duration, and reputation inputs to set collateral levels, while escrow settlement rules define success, partial completion, sabotage, and dispute outcomes using multi-oracle verification.

What is the best way to structure escrow and settlement workflows for multi-agent systems?

Escrow and settlement workflows for multi-agent systems require clearly defined success, partial completion, sabotage, and dispute outcomes, secured by multi-oracle verification and anti-collusion safeguards to maintain marketplace sustainability.

Can I use smart contracts and Stripe for hybrid ledger bond settlement in agent marketplaces?

Implementation guidance covers fiat (Stripe), crypto (smart contracts), and hybrid ledger approaches for bond settlement, providing specific trade-offs and failure-mode mitigations to ensure incentive-compatibility across different payment rails.

How does a verification oracle work for agent marketplace dispute resolution?

Multi-oracle verification validates task outcomes for escrow settlement, ensuring dispute resolution is incentive-compatible and robust against collusion. Reputation-adjusted discounts and dynamic market multipliers further align agent incentives during verification.

When do I need anti-collusion safeguards for reputation-adjusted bond discounts?

Anti-collusion safeguards are necessary when applying reputation-adjusted discounts and dynamic market multipliers, preventing agents from coordinating to manipulate verification oracles and ensuring marketplace bootstrapping remains sustainable.

How do I calculate a bond settlement plan for a specific agent task duration and reputation?

Calculate a bond and settlement plan by inputting task complexity, duration, and agent completion history. The mechanism outputs collateral levels and multi-oracle settlement rules tailored to the specific agent labor request.