AWS Bedrock Is an Estate, Not an API: FinOps for GenAI
AWS Bedrock cost is not token spend. It is an estate of agents, models, provisioned throughput, and jobs, each billed differently and easy to miss.
Posts tagged ai-ops.
zopdev writing tagged ai-ops. Engineering and FinOps notes, post-mortems, and benchmarks.
GCP Vertex AI Is a Platform, Not a Service: A FinOps Map
Vertex AI cost sprawls across endpoints, notebooks, feature stores, and jobs. The worst offenders have no off switch. FinOps starts with finding them all.
AWS Bedrock Cost Visibility With 10 Recommendation Rules: From Line Item to Action
A team ships a generative-AI summarisation feature. The first month it costs $400 in Bedrock invocations. The second month it costs $1,200 as adoption grows. The third month it costs $9,200 because…
ZopDev MCP Server: 7 Typed Tools for Claude, Cursor, and Codex
A developer asks Claude Code at 2 AM: "this terraform plan is failing admission, fix the bucket so it deploys." Claude reads the error, generates a slightly different bucket config, runs the plan…
Per-Agent Quotas for MCP: The Token Budget That Stopped One Agent From Burning 80% of the Daily Spend
The first ninety days of an MCP server in production are about correctness, not abuse. The team is busy proving the agents do the right thing: the policy lookups return what they should, the audit…
Incident Triage in One Query: Asking Your AI Agent 'Who Owns This and Why Is It Broken' and Getting a Real Answer
An alert fires at 2:47 AM. A pod in the namespace is in CrashLoopBackOff. The on-call engineer reads the alert, opens Slack to find the team that owns , opens the wiki to find what policies apply to…
Read-Write MCP: Three Cloud Operations We Stopped Letting AI Touch After 90 Days
The read-only MCP server work shipped clean. AI agents could read tags, search logs, query costs, walk topology. Operators saved hours per incident. The next question was obvious: which writes can…
The MCP Cost Ledger: FinOps Billing for 47 AI Agents Without a Tag Schema
The 47th agent is when finance shows up. Below 30 agents in production, the Anthropic invoice is one tolerable line item somewhere south of $25,000 a month, and nobody asks who is spending what. Past…
Agentic AI FinOps: Why Claude Agent Loops Cost 30× a Single Inference
A single Claude API call is predictable. An agent with tool access is not.
Read-Only MCP Servers: AI for Cloud Compliance and Governance
The trust ceiling on AI in cloud automation is not capability. It is write access.
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