Thoughts from an experienced AI engineering team since 2019
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Lisa Tonelli

Lisa Tonelli

15 years writing code; 10 years tweaking neural networks; short but brave; private but outspoken
Vancouver, BC, Canada, Earth
A beast with many heads: AI Agents, RAG, MCP, Workflow Automation.....
AI Concepts

A beast with many heads: AI Agents, RAG, MCP, Workflow Automation.....

AI Agents, RAG, MCP, Workflow Automation, and Agent Swarms: What They Actually Mean and When You Need Them Bite-size insights ConceptWhat It IsBest ForThink of It As... Workflow AutomationPredefined steps that run the same way every timeRepeatable, predictable processes with no decision-makingSimiliar preprogrammed steps RAGAsk AI to look up a
14 Feb 2026 9 min read
Agent Swarm vs Anthropic Workflows vs LangGraph: Which Multi-Agent Architecture Should You Use?
AIAgent

Agent Swarm vs Anthropic Workflows vs LangGraph: Which Multi-Agent Architecture Should You Use?

The phrase "Agent swarm" is everywhere right now. But behind the hype, there are fundamentally different approaches. What does it mean? What do I do with it? How can I use it within my context to meet my needs? Here are some of our thoughts: What Is a
13 Feb 2026 4 min read
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