Blog

Guides on AI agent debugging, self-healing workflows, and reliability engineering for local AI pipelines.

Flowise Debugging: Fix Agent Errors, Tool Failures, and Crashed Flows

Flow not executing? Tool nodes failing? Chatflow crashing mid-conversation? The six most common Flowise agent failures and how to add recovery logic without rewriting your flows.

LlamaIndex Agent Debugging: Fix Tool Errors, Loops, and Crashes

ValueErrorToolNotFound, infinite reasoning loops, context window overflow, retrieval failures — the six most common LlamaIndex agent failures and how to make your agents recover automatically.

AutoGen Agent Debugging: Fix Multi-Agent Failures, Loops, and Crashes

Conversation loops without terminating, GroupChat speaker chaos, code execution failures, context overflow — the six most common AutoGen multi-agent failures and how to make your agents recover automatically.

Claude Desktop MCP Debugging: Fix Tool Errors, Connection Failures, and Agent Crashes

MCP server not connecting? Tool calls failing silently? Server crashing after a few calls? The six most common Claude Desktop + MCP failures and how to fix each one.

LangChain Agent Debugging: Fix Tool Errors, Loops, and Crashes

OutputParserException, infinite thought loops, context window overflow, memory corruption — the six most common LangChain agent failures and how to make your agents recover automatically.

CrewAI Agent Debugging: Fix Failures, Loops, and Task Errors

Silent task failures, inter-agent context loss, tool call cascades, delegation loops — the six most common CrewAI multi-agent failures and how to make your crew recover automatically.

Ollama Agent Debugging: Fix Crashes, Loops, and Context Overflows

Connection refused, OOM crashes, context length exceeded, infinite reasoning loops — the six most common Ollama agent failures, how to debug them, and how to make your agents recover without your intervention.

N8N Error Handling: Auto-Fix Failed Workflow Executions

N8N's built-in error handling stops at logging the failure. Here's how to build self-healing workflows that diagnose root causes and fix themselves — without your intervention.

How to Fix AI Agent Crashes, Infinite Loops, and API Failures

If you're running AI agents locally with n8n, Ollama, or Claude Desktop, you've hit the wall: one bad API response and your entire run is gone. Here's how to make agents self-heal instead of die.