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A staged, reversible rollout for moving a workflow onto Claude agents — shadow mode, suggest mode, canary traffic, kill switch, and eval-gated cutover.
Build an eval loop for Claude agents — outcome and trajectory grading, regression sets from real failures, and CI gates that block quality regressions.
Harden Claude Managed Agents with sandboxed tool execution, least-privilege credentials, secret hygiene, and layered prompt-injection defenses.
Make Claude Managed Agents cheap and fast with prompt caching, context pruning, the Batches API, and model routing across Opus, Sonnet, and Haiku.
Trace and fix the top Claude agent failures — runaway loops, wrong tool calls, and hallucinated arguments — with replayable observability and loop guards.
Prompt and context design for Claude agents: what to include, what to leave out, summarize the past and fetch the present, and how to measure if context is right.
Wire tools and MCP servers into Claude agents the right way: scoped auth, tight JSON schemas, structured error handling, and idempotency for production reliability.
Reusable code-level patterns for Claude agents: layered prompts, typed tools, skills for progressive disclosure, reasoning checkpoints, and fail-closed recovery.
End-to-end walkthrough to ship a Claude Managed Agent: scope, system prompt, tools, the run loop, model routing, evals, and deployment you can defend.
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