Why CrewAI, AutoGen, and LangGraph Agents Need Screenshots — Context Drift Prevention

Why CrewAI, AutoGen, and LangGraph Agents Need Screenshots — Context Drift Prevention You're building a multi-agent system with CrewAI. You orchestrate three agents: Agent A: "Verify the form loads correctly" Agent B: "Check all required fields are visible" Agent C: "Validate form submission works" All three execute in parallel. They run tools. They parse responses. They coordinate. Then the workflow fails. Agent A reported the form loaded. Agent B reported a field is missing. Agent C reported submission failed. They're contradicting each other. Context drift. When agents execute in parallel without a shared visual reference, they diverge. They see different data. They make contradictory decisions. Your workflow collapses. The Problem: Agent Hallucination at Scale CrewAI, AutoGen, LangGraph — they all solve orchestration. Multiple agents, coordinated execution, shared context. But there's a hidden problem: agents operate on incomplete signals. Agent A calls a tool, gets HTML back, pars