Migrating a Workflow to a Claude Managed Agent Safely
Move a workflow onto a Claude Managed Agent without a risky cutover: shadow mode, suggest-assist-act promotion, canary traffic, and live rollback.
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Move a workflow onto a Claude Managed Agent without a risky cutover: shadow mode, suggest-assist-act promotion, canary traffic, and live rollback.
Build an eval loop for Claude Managed Agents: score outcomes and tool behavior, use pass rates not single runs, and gate releases on the suite.
Harden Claude Managed Agents: sandbox tools, least-privilege scopes, keep secrets off the model, and contain prompt injection so hijacks stay harmless.
Reduce token cost and latency in Claude Managed Agents with prompt caching, batching over fan-out, lean context, and matching the model to each task.
Diagnose and fix the three failure modes in Claude Managed Agents — loops, wrong tools, and hallucinated arguments — with transcript-driven debugging.
What to put in a Claude agent's context and what to leave out: the inclusion decision, retrieval over inclusion, durable state, lean handoffs.
Connect MCP servers to Claude agents safely: server-side auth, tight schemas, typed errors, and idempotent writes that survive retries.
Code-level patterns for Claude agents: role contracts, guarded tools, context slices, structured results, and rubric-as-data verifiers.
A hands-on walkthrough: build a Claude Managed Agent with subagents, tools, success criteria, budgets, and idempotent writes.
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