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Hello, I am also facing this issue, where for the assignment of modules 1 there are lots of grader errors. the first issue is with excercise 4 , where I am getting error Please find screenshot below Thanks in advance 1 post - 1 participant Read full topic
As enterprise generative AI transitions from simple, conversational chatbots to autonomous multi-agent workflows, developers face a critical bottleneck: scale. In a production environment, an enterprise agent often needs to navigate hundreds of heterogeneous data structures, dynamic business rules,
Hello everyone, We would like to know how many tokens are used in this lab. Also, If we use larger models, what are the expected tokens when we generate multi-agents with the image? 2 posts - 2 participants Read full topic
I have been experimenting with multi-agent systems and recently started building a DeepResearch-style agent workflow to understand what goes into a real Agentic AI application. The first version is intentionally simple, but the goal is not just another “LLM + tool call” demo. I’m trying to learn the
I had a hypothesis I was pretty excited about: that you could detect a multi-agent system going off the rails before it actually fails — early enough to stop it. If true, that's a product. If false, I wanted to know in a month, not a year. Loop Pressure — structural cycle detection in the inter-agen
Agentic AI for Multi-Agent Orchestration Governance The root cause of most multi-agent failures isn't model accuracy. It's governance gaps. When a customer support agent and a sales agent both claim the same lead, you don't have an ML problem. You have an ownership problem. And that problem compound
Over the last two years, an entire industry has emerged around AI development within the PHP ecosystem. Where integrating an LLM once looked like a few lines of code calling the OpenAI API, developers today are building full-fledged agent systems: with memory, tools, workflows, observability, and ev
Every testing tool for AI agents tests individual agents. But production failures don't happen inside agents — they happen between them. I learned this the hard way. I built a 14-agent document processing system using CrewAI. Each agent worked perfectly in isolation. In production, the system failed
