Debugging Claude Managed Agents: Loops, Bad Tool Calls
Trace and fix the top Claude agent failures — runaway loops, wrong tool calls, and hallucinated arguments — with replayable observability and loop guards.
Browse older CallSphere articles on AI voice agents, contact center automation, and conversational AI.
From the blog
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.
How Claude Managed Agents fit together end to end: the runtime loop, context assembler, tool/MCP layer, subagents, and control plane for production agents.
Real AI coding interview questions from Anthropic, Meta, and OpenAI in 2026. Includes implementing attention from scratch, Anthropic's progressive coding screens, Meta's AI-assisted round, and vector search — with solution approaches.
How fintech lenders use calling platforms to boost borrower engagement, reduce default rates, and maintain TCPA and CFPB compliance across the loan lifecycle.
New customers ask repetitive setup and process questions during onboarding. Learn how AI chat and voice agents absorb the load without hurting experience.
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