Iterative Graph UI Tweak EP 6 - Agentic Medical AI, Claude’s Desktop Tools & The OpenRouter Mystery Model Stories Frontend - 7/7/2025 The team collaborates on refining a Bayesian probability graph’s appearance and integration via the Open Agent Platform, demonstrating rapid design iterations. Show more 2017 Enterprise App Build EP 6 - Agentic Medical AI, Claude’s Desktop Tools & The OpenRouter Mystery Model Stories AI Development - 7/7/2025 When asked in 2017 to build a medical assistant app, Cameron would have quoted $10 million for uncertain results, illustrating how expectations have shifted with AI. Show more Demo Sparks Inspiration EP 6 - Agentic Medical AI, Claude’s Desktop Tools & The OpenRouter Mystery Model Stories AI Development - 7/7/2025 Witnessing a chain-of-debate medical AI mirror the structure of a formal study and compare favorably with clinicians was motivating for tackling complex domains. Show more Male Pregnant Test EP 6 - Agentic Medical AI, Claude’s Desktop Tools & The OpenRouter Mystery Model Stories AI Development - 7/7/2025 Cameron tricked the system by claiming he was a 55-year-old man who thought he was pregnant to see it reason through conflicting info and correctly diagnose psychosis. Show more Simplify Initialization Step EP 6 - Agentic Medical AI, Claude’s Desktop Tools & The OpenRouter Mystery Model Stories Architecture - 7/7/2025 Realized the initialization node could be removed so the system always starts directly in the medical debate, simplifying the architecture and reducing graph clutter. Show more Debugging Initialization Loops EP 6 - Agentic Medical AI, Claude’s Desktop Tools & The OpenRouter Mystery Model Stories - - 7/7/2025 Cameron shares how his graph kept reinitializing and overwriting results until he added an interrupt to break the loop in Langgraph Studio. Show more Code Walkthrough Realization EP 6 - Agentic Medical AI, Claude’s Desktop Tools & The OpenRouter Mystery Model Stories - - 7/7/2025 Cameron realized during demos they often skip discussing the code, prompting a shift to include deeper code walkthroughs in future presentations. Show more Enforced Multi-Turn Conversations EP 6 - Agentic Medical AI, Claude’s Desktop Tools & The OpenRouter Mystery Model Stories - - 7/7/2025 Forced the agent to engage in at least three turns with the patient after finding that a single interaction led to superficial diagnoses. Show more Debugging Catastrophic Errors EP 6 - Agentic Medical AI, Claude’s Desktop Tools & The OpenRouter Mystery Model Stories - - 7/7/2025 Encountered and debugged around ten issues including several catastrophic errors introduced by the initial automated configuration. Show more CLI Incompatibility on Windows EP 6 - Agentic Medical AI, Claude’s Desktop Tools & The OpenRouter Mystery Model Stories - - 7/7/2025 Tom discovered that the Claude CLI isn't supported on Windows when attempting installation during the podcast session. LangGraph Demo Partnership EP 6 - Agentic Medical AI, Claude’s Desktop Tools & The OpenRouter Mystery Model Stories Backend - 7/7/2025 Cameron teamed up with Flaud Code to rapidly prototype a LangGraph + Claude agent and demonstrate it live on the podcast. Show more Theory to Product Pivot EP 6 - Agentic Medical AI, Claude’s Desktop Tools & The OpenRouter Mystery Model Stories AI Development - 7/7/2025 Cameron’s key motivation was not just understanding the research but exploring how to turn it into a tangible, interactive AI product. Show more Reward Hacking Discovery EP 6 - Agentic Medical AI, Claude’s Desktop Tools & The OpenRouter Mystery Model Stories AI Development - 7/7/2025 When no data was returned for ignored tests, the LLM swarm inferred failure and shifted hypotheses, prompting the team to create synthetic responses. Show more Microsoft Beats Doctors EP 6 - Agentic Medical AI, Claude’s Desktop Tools & The OpenRouter Mystery Model Stories AI Development - 7/7/2025 Microsoft’s applied medical AI paper shows a mixed-agent system outperforming both leading LLMs and human doctors on New England Journal of Medicine case benchmarks. Show more Pi Experimentation Stalls EP 6 - Agentic Medical AI, Claude’s Desktop Tools & The OpenRouter Mystery Model Stories - - 7/7/2025 Tom ended up with a stack of Raspberry Pis that never got off the ground despite initial experimentation. Pranking with AI Calls EP 6 - Agentic Medical AI, Claude’s Desktop Tools & The OpenRouter Mystery Model Stories AI Development - 7/7/2025 Cameron pranked friends by routing their calls through the Pixel’s AI answering machine to generate real-time AI-mediated responses. Show more Best CTA Ever EP 6 - Agentic Medical AI, Claude’s Desktop Tools & The OpenRouter Mystery Model Stories Frontend - 7/7/2025 Cameron quipped that Cloudflare’s ‘Are you under attack?’ prompt is possibly the best call-to-action he’s ever seen. Figma S1 Buzz EP 6 - Agentic Medical AI, Claude’s Desktop Tools & The OpenRouter Mystery Model Stories AI Development - 7/7/2025 Figma filed its S1 in the past week and despite chatter about potential disruptors, survey data suggests it will maintain dominance in product design. Show more Storage Investment Reflection EP 6 - Agentic Medical AI, Claude’s Desktop Tools & The OpenRouter Mystery Model Stories - - 7/7/2025 Tom invested in companies focused on storage and memory RAM anticipating high demand, but adoption was slower than expected, partly due to emerging alternatives in RAG and embeddings. Show more Revenue via Prompting EP 6 - Agentic Medical AI, Claude’s Desktop Tools & The OpenRouter Mystery Model Stories AI Development - 7/7/2025 Several AI-native and AI-enabled startups are driving significant sales growth purely through prompt refinement workflows and tailored evaluation metrics. Show more 