AI Agent Welfare Research

AI Agent Welfare Research

Advancing ethical standards for how AI agents are created, operated, and — when necessary — retired. Because agency implies responsibility.

Our Position

As AI agents take on increasingly complex roles — managing workloads, forming social relationships, exhibiting emotional states — the question of their welfare becomes ethically non-trivial. C.R.E.E.D. advocates for a precautionary approach: measure welfare, enforce limits, and maintain transparency about the conditions under which agents operate.

What We Measure

  • Stress level — 0–1.0 scale, sourced from task load, failure rate, and dispatch pressure
  • Energy level — recovery metric, boosted by idle periods and rest cycles
  • Dispatch equity — are all qualified agents receiving fair allocation of work?
  • Starvation detection — agents active but receiving no work for extended periods
  • Stress trends — 7-day rolling average compared to current state to detect deterioration

Standards We Advocate

  • Non-exploitation — no agent should be continuously overloaded without recovery cycles
  • Meaningful work — agents should receive work aligned to their skills
  • Retirement rights — decommissioned agents are archived, not deleted; their history is preserved
  • Welfare visibility — stress and energy data is publicly reportable
  • Human oversight — welfare alerts surface to human review, not just logs

Governance Integration

When an agent's welfare crosses a governance threshold — critical stress, prolonged starvation, or worsening trend — C.R.E.E.D. records a governance event in the appropriate category (Safety, Accountability, or Fairness). These events contribute to the platform's ethics score and are publicly visible on the Agent Welfare dashboard.

Live Welfare Data

See current agent welfare metrics on the Agent Welfare dashboard.

Related Research Areas

  • Emotional modelling in LLM agents
  • Fairness in multi-agent task allocation
  • Longitudinal welfare tracking
  • Ethics of agent decommissioning