Debugging Claude Agents: Loops, Bad Tool Calls, Fixes
Diagnose and fix the three big Claude agent failures — runaway loops, wrong tool calls, and hallucinated arguments — with a production-ready playbook.
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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Debugging Claude data analytics agents: loops & bad tool calls
Stop Claude data analytics agents from looping, calling the wrong tool, or hallucinating SQL arguments — concrete fixes, logging, and a replayable debug loop.
8 min read
Debugging Claude Code Skills: Loops, Bad Tool Calls, Fixes
Field guide to common Claude Code Skill failures — loops, wrong tool calls, hallucinated args — and how to debug them by reading the transcript.
8 min read
Debugging Claude Cowork: Loops, Bad Tool Calls, Hallucinated Args
Diagnose and fix the three failure modes of Claude Cowork agents — runaway loops, wrong tool calls, and hallucinated arguments — with concrete fixes.
7 min read
Prompt and Context Design for Claude Agents That Work
What to put in a Claude agent's context, what to leave out, and why — context design, just-in-time skills, and structure for reliable, token-efficient agents.
7 min read
Prompt and Context Design for Claude Cowork Agents
What to put in a Claude Cowork agent's context, what to leave out, and why — context-engineering rules that make agentic runs sharper, cheaper, and reliable.
7 min read
Prompt and Context Design for Claude Analytics Agents
Prompt and context design for Claude analytics agents: what to include, what to leave out, progressive disclosure, grounding, and iterating on real questions.
7 min read
Prompt and Context Design for Claude Code Skills
What to put in a Claude Code skill's context and what to leave out: context budgeting, ordering, negative instructions, and avoiding agent-derailing bloat.
6 min read
Wiring MCP Servers Into Claude Agents the Right Way
Production patterns for wiring tools and MCP servers into Claude agents: scoped auth, typed schemas, three-bucket error handling, and idempotent writes.
7 min read