Examples help people learn. Their evidence state stays visible so an illustration is not presented as a real-world result.
An agent may draft and analyze but cannot spend, send, delete or change production state without a scoped, expiring execution grant and human approval.
Domain: AI / Agents
Illustrative worked example demonstrating authority boundaries. Not field evidence.
A lower-cost autonomous-agent stack is evaluated for task quality, labor substitution, compute demand, power demand, provider concentration and recovery risk rather than benchmark score alone.
Domain: AI / Economics / Energy
Scenario template for simulation. No macroeconomic forecast or deployment result is implied.
A support RAG system retrieves conflicting policy versions. Q preserves the contradiction, checks dates and provenance, escalates unresolved conflict and emits an evidence receipt instead of silently averaging the disagreement.
Domain: AI / RAG
Illustrative reference scenario, not a customer deployment or independently validated case study.