Agent skill · magnus919
agent-production-operations
Operate an evaluated agent with tools and authority in production through a runtime control plane covering versioning, staged rollout, fallback, cost and latency budgets, tool health, human escalation, disablement, and trace-to-eval feedback. Do not use for building agents, designing evals, or general release, SRE, security, or platform engineering — those methods stay with their specialist skills.
What it needs
About 8k tokens when loaded.
What this skill does
agent-production-operations A runtime control plane for taking an evaluated agent with tools and authority into controlled production operation. This bundle bridges the gap between passing evaluations and safe production use: it defines how an agent is versioned, rolled out, monitored, constrained, escalated, and disabled — and how production evidence feeds back into evaluation and release decisions. The bundle does not build agents, design evaluations, run release pipelines, or own infrastructure. It composes those concerns from existing specialist skills and owns only the runtime control decisions between them. When to load this Load this bundle when you are operating an agent that: Has passed evaluation and is cleared for production consideration. Has tools with side effects and delegated authority that must be gated. Needs a staged rollout with progressive authority expansion. Must be monitored for cost, latency, tool health, and authority usage in production. Requires a defined fallback, escalation, and disablement path. Should feed production traces and incidents back into evaluation cases and release-gate updates. When not to use Do not load this bundle for: Building or designing an agent from scratch — route to the appropriate framework skill (LangGraph, CrewAI, AutoGen, etc.). Designing agent evaluations or observability — route to agent-evals-and-observability. General release engineering (CI/CD pipelines, artifact promotion) — route to release-engineering. General site reliability engineering (incident response, SLO definition, error budgets) — route to site-reliability-engineering. General security engineering (threat modeling, vulnerability assessment) — route to secure-software-engineering. General platform infrastructure (compute, networking, storage) — route to platform-engineering. Performing a production-readiness review — route to production-readiness; this bundle consumes readiness outcomes, it does not produce them. …
How to use it
Reference it in AdaL, Claude Code, Cursor or any coding agent — nothing to install:
@skills magnus919/agent-production-operations