Why it matters
Cost data doesn’t create savings by itself. Systems that turn spend signals into decisions—and require explicit ownership and approvals—are what keeps infra bills from drifting.
Tokenmaxxing read
Agentic FinOps is tokenmaxxing for cloud spend: constrain tools with policies, demand structured outputs, and log every recommendation so you can measure ROI versus LLM + orchestration cost.
Source takeaway
The proposed architecture separates orchestration (FastAPI), specialized agents, and a human gate—aimed at reducing risky automation while still getting decision-grade recommendations.
