010

THE TEST

SECTION 07

ISSUE 001

OBSERVEDsafetynowconfidence / high

Agents Get Permission Budgets

Give agents budgets for money, messages, files, tool calls, time, and irreversible actions. Uncertainty should contract the budget; verified progress may expand it; human review resets it. This is alignment expressed as accounting—a practical ceiling on damage when a capable system confidently misreads the assignment.

Why this idea is here

What the evidence establishes.

Agent-safety benchmarks test hazardous instruction following; agent transparency research shows autonomy levels and safety disclosures vary across products.

Source ledger

Read the sources.

  1. S01
    AGENTSAFE: Benchmarking Embodied Agents on Hazardous Instructions

    peer-reviewed benchmark / published 2026-06-01 / retrieved 2026-07-09

  2. S02
    The 2025 AI Agent Index — published June 2026

    peer-reviewed transparency index / published 2026-06-25 / retrieved 2026-07-10

Back to all 500 ideas