Debugging Claude Agents: Loops, Bad Tool Calls, Bad Args
Fix the three failure modes that break Claude agents in production: runaway loops, wrong tool selection, and hallucinated arguments — with concrete guards.
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Fix the three failure modes that break Claude agents in production: runaway loops, wrong tool selection, and hallucinated arguments — with concrete guards.
Design Claude security-agent context right: what to include, what to leave out, how to fence untrusted content, and how to keep reasoning calibrated and cited.
What to include and leave out of each agent's context in multi-agent Claude systems: orchestrator deltas, need-to-know subagents, compaction, and shared stores.
Connect tools and MCP servers to multi-agent Claude systems: per-role auth, self-documenting schemas, typed error contracts, and idempotency for parallel subagents.
Connect Claude security agents to tools via MCP safely: auth, strict schemas, structured error handling, and idempotency so containment never misfires.
Code-level multi-agent patterns on Claude: role-scoped prompts, per-agent tool scoping, typed handoff contracts, need-to-know context, and critic wrappers.
Code-level Claude patterns for security agents: typed tools, layered context, evidence ledgers, confidence gates, and deterministic wrappers that hold up.
Build a Claude-powered security triage agent step by step: schemas, MCP tools, the run loop, approvals, and the evals you need before you trust it.
Step-by-step guide to building an orchestrator–subagent system on Claude: decomposition, parallel dispatch, compact handoff, looping, and synthesis.
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