Task-Level Evidence Changes the AI Workforce Debate
The AI workforce debate fixates on job replacement, but real change happens at the task level—where skills shift, not jobs vanish.
Agentic AI
Crypto-AI agents need transaction boundaries before autonomy
Crypto-AI agents need strict transaction boundaries—permission scopes, signing limits, simulation, and audit logs—before operating autonomously.
Agent Permissions: How Small Mistakes Drain Real Money
AI agents with excessive permissions can spend money instantly. Learn how approval gates, quotas, and least privilege prevent financial loss.
Approval gates are a product feature, not a brake
Approval gates enable safe autonomy in agentic workflows by inserting human oversight at critical junctures. They're a feature, not a speed limit.
