Most multi-agent systems fail not because the underlying models are weak, but because the architectural assumptions going in are wrong. Teams spend weeks debugging coordination
The Framework Question Every Agent Builder Faces Pick the wrong abstraction for your agent infrastructure and you’ll spend more time fighting the framework than shipping
1. Your Tool Descriptions Are Lying to the Model This is the most common culprit I see in production ReAct agents, and it’s almost always
Salesforce’s Einstein AI agents now handle 60% of routine customer service inquiries, reducing response times from 24 hours to 3 minutes while cutting support costs
OpenAI’s GPT-4 generates malformed function calls in approximately 8-12% of production requests, according to internal metrics from companies like Zapier and Langchain. This isn’t a
Traditional software applications are about to become obsolete. By 2030, autonomous AI agents will handle most tasks we currently accomplish through clicking buttons and navigating