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.
- S01AGENTSAFE: Benchmarking Embodied Agents on Hazardous Instructions
peer-reviewed benchmark / published 2026-06-01 / retrieved 2026-07-09
- S02The 2025 AI Agent Index — published June 2026
peer-reviewed transparency index / published 2026-06-25 / retrieved 2026-07-10