Emergent O3 Bias Behavior MediAgent - LangGraph & LangSmith Implementation of the Microsoft Medical Agent Frameworks AI Development - 7/7/2025 Leverage default O3 model biases to automatically generate relevant follow-up questions (e.g., "Has an ECG been performed?") without explicit programming. Show more Multi-agent Debate Pattern MediAgent - LangGraph & LangSmith Implementation of the Microsoft Medical Agent Frameworks AI Development - 7/7/2025 Use LangGraph’s chain-of-debates orchestration to structure AI reasoning for complex tasks like medical diagnosis by having agents propose hypotheses and challenge each other. Show more Boolean Parameter Handling MediAgent - LangGraph & LangSmith Implementation of the Microsoft Medical Agent Frameworks AI Development - 7/7/2025 Set boolean workflow parameters directly (e.g., use true without quotes) to avoid parsing errors when configuring AI chains. Show more Interaction Round Benchmarking MediAgent - LangGraph & LangSmith Implementation of the Microsoft Medical Agent Frameworks Architecture - 7/7/2025 Force a fixed number of patient interaction rounds (e.g., three) to ensure the system collects sufficient diagnostic questions and responses before finalizing a judgment. Show more Debate-Based Reasoning Chain MediAgent - LangGraph & LangSmith Implementation of the Microsoft Medical Agent Frameworks AI Development - 7/7/2025 Implement a multi-agent ‘medical debate’ chain where divergent AI perspectives self-benchmark reasoning quality, confidence, and cost metrics to guide complex diagnosis workflows. Show more Targeted Question Diagnostics MediAgent - LangGraph & LangSmith Implementation of the Microsoft Medical Agent Frameworks Testing - 7/7/2025 Achieve high diagnostic performance by asking users targeted questions instead of ordering diagnostic tests or additional procedures. Show more Pure LLM Prompting MediAgent - LangGraph & LangSmith Implementation of the Microsoft Medical Agent Frameworks AI Development - 7/7/2025 Rely solely on pure LLM prompting without external tools to orchestrate multi-agent medical diagnostics at this stage. Duplicate Case Handling MediAgent - LangGraph & LangSmith Implementation of the Microsoft Medical Agent Frameworks AI Development - 7/7/2025 Implement an 'ignore' condition that checks for matching case IDs to effectively filter out duplicate cases in your AI workflow. Show more Interrupt Handling Workflow MediAgent - LangGraph & LangSmith Implementation of the Microsoft Medical Agent Frameworks Architecture - 7/7/2025 Incorporating interrupt handling in the agent architecture ensures robust and responsive behavior during runtime. Live Agent Workflow MediAgent - LangGraph & LangSmith Implementation of the Microsoft Medical Agent Frameworks AI Development - 7/7/2025 Demonstrating a practical AI agent workflow highlights essential features and behaviors to observe during live implementation. Show more Toolset Exploration: RAG MediAgent - LangGraph & LangSmith Implementation of the Microsoft Medical Agent Frameworks AI Development - 7/7/2025 Leveraging Retrieval-Augmented Generation (RAG) and advanced AI assistant features to enhance conversational agent capabilities and developer workflows. Show more Specialist Prompt Architecture MediAgent - LangGraph & LangSmith Implementation of the Microsoft Medical Agent Frameworks AI Development - 7/7/2025 Using a modular architecture that allows updating specialist prompts to quickly adapt agents to different subject domains with minimal changes. Show more Dynamic Abstraction Layers MediAgent - LangGraph & LangSmith Implementation of the Microsoft Medical Agent Frameworks Architecture - 7/7/2025 Implement dynamic abstraction layers in agent architectures to enable flexible adaptation and modular enhancements. Code Walkthrough Sessions MediAgent - LangGraph & LangSmith Implementation of the Microsoft Medical Agent Frameworks AI Development - 7/7/2025 Schedule regular code walkthroughs during demos to discuss implementation details and improve team understanding. Chain of Debate Orchestration MediAgent - LangGraph & LangSmith Implementation of the Microsoft Medical Agent Frameworks AI Development - 7/7/2025 Leverage a multi-agent ‘chain of debate’ architecture to structure complex use-case discussions and improve decision rationale. Show more Shared Demo Repository MediAgent - LangGraph & LangSmith Implementation of the Microsoft Medical Agent Frameworks AI Development - 7/7/2025 Maintain a shared space for uploading demo recordings to keep stakeholders aligned and accessible for asynchronous review. Show more GitHub CI Pipeline MediAgent - LangGraph & LangSmith Implementation of the Microsoft Medical Agent Frameworks Devops - 7/7/2025 Set up a build pipeline on GitHub to enable continuous integration for automated testing and deployment. Feature Branch Workflow MediAgent - LangGraph & LangSmith Implementation of the Microsoft Medical Agent Frameworks Frontend - 7/7/2025 Adopt multiple feature branches to incrementally add components like a Bayesian module for modular and parallel development. Show more One-Shot Architecture Generation MediAgent - LangGraph & LangSmith Implementation of the Microsoft Medical Agent Frameworks Frontend - 7/7/2025 Generated most of the system's architecture in a single attempt and only required iterative debugging to fix critical errors, demonstrating efficient one-shot design. Show more Single Prompt Workflow MediAgent - LangGraph & LangSmith Implementation of the Microsoft Medical Agent Frameworks Architecture - 7/7/2025 The entire diagnostic workflow was generated from a single initial prompt with minimal manual intervention, highlighting prompt engineering's orchestration power. Show more 