Metrics for Claude Managed Agents That Prove It Works
The metrics that prove a self-hosted Claude agent works: task success rate, tokens-per-task, latency, cost, and the trust signals that unlock autonomy.
8 min read
Agentic AI & LLMs
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Agentic AI & LLMs
Agentic AI, LLM engineering, and the models behind modern automation — multi-agent systems, LLM evaluation and comparisons, RAG, fine-tuning, AI infrastructure, security, and production AI engineering.
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Claude Managed Agent Walkthrough: Problem to Shipped
A realistic end-to-end Claude Managed Agent build on a self-hosted sandbox and MCP tunnel — from a support problem to a shipped, measured, gated outcome.
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Risk Management for Self-Hosted Claude Agents
Failure modes, blast radius, and containment for self-hosted Claude agents on sandboxes and MCP tunnels — least-privilege scopes, approval gates, and budgets.
9 min read
Hiring for Claude Managed Agents: New Skills to Learn
Skills teams need for self-hosted Claude agents: sandbox ops, MCP authoring, eval engineering, and agent SRE. A capability-based hiring guide.
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Scaling Claude Managed Agents Across an Organization (Managed Agents Sandboxes Tunnels)
Go from one Claude managed agent to many without chaos: shared platform, agent registry, golden patterns, and central guardrails.
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When to Use Claude Managed Agents — and When Not To
Honest trade-offs for Claude managed agents vs scripts, single API calls, and humans — plus a decision tree to pick the right tool.
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Governance for Claude Managed Agents: Guardrails First
Least-privilege MCP scopes, sandbox isolation, approval gates, audit logs, and a kill switch — the guardrails to set before scaling Claude agents.
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How Engineering Teams Adopt Claude Managed Agents Well
The habits, review norms, and change-management moves that turn a Claude managed-agent pilot into daily team practice without resistance.
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The ROI of Claude Managed Agents: A Real Cost Model
A concrete cost model for Claude managed agents on sandboxes and MCP tunnels: where savings come from, what they cost, and how to prove payback.
8 min read