Karl Austin Pavia@karlaustin

Many people arrive at a medical appointment unsure how to describe their symptoms, when they began, what has changed, or how they affect daily life. ConsultPrep AI is an interactive patient-intake assistant designed to help with that preparation. The patient describes their concern in their own words. ConsultPrep keeps track of details already shared, asks focused follow-up questions to clarify missing or uncertain information, and avoids treating unanswered details as facts. Patients can ask what they have said so far and request a draft consultation summary. The draft organizes the patient’s reported symptoms, timing, severity, related symptoms, and daily impact, while making unclear or unreported information visible. Before using it, the patient can review and correct the summary, then bring it to a clinician to support the appointment conversation. The summary is not sent automatically and is not a diagnosis or treatment plan. ConsultPrep aims to make patient-reported information easier to communicate while keeping the patient in control. It is a prototype, not a substitute for professional medical care.

The Compass AI platform is a highly intelligent developer first onboarding framework aimed at eliminating the friction of diving into a vast unknown codebase. Historically, engineers have spent several weeks digging through fragmented documentation, arranging knowledge transfer meetings, and mapping spaghetti code manually to get familiar with a particular codebase. The Compass AI solution drastically changes this process by employing the powerful capabilities of IBM WatsonX. Our platform provides a unique opportunity to analyze the entire code repository safely, turning abstract and frightening software architecture into two distinct but equally important dynamic visualizations: Step by Step Learning Pathways: An interactive gamification solution that analyzes codebase files according to their complexity and architectural importance. The platform creates a learning pathway for the developer, allowing them to proceed step by step, starting with low level utility scripts and moving further to complex service layers. Dependencies Map: An interactive nodes and edges map that shows current real time dependencies across all files. It allows a developer to zoom, pan, and interactively click through the dependency nodes to see how the modification of a particular codebase file will impact other files. Running on top of a high performance FastAPI backend and Next.js frontend, Compass AI unifies the potential of generative AI with deep structural intelligence. By mapping the abstract geometry of code into a tangible workspace, it eliminates the overwhelming mental overhead that paralyzes new developers. Compass AI shifts the developer onboarding paradigm from passive reading to active, visual exploration, slashing time to first commit from weeks to minutes, boosting team velocity, and turning the dread of a legacy codebase into an engaging, predictable journey.

🌎 Hybrid Hackathon | 💻 Online Build: 12-17 October 2026 | On-site phase: 17-18 October 2026 To participate in the hackathon, simply click Sign up with AMD. If you are not already a member of the AMD AI Developer Program (ADP), you will need to create an account. The AMD Developer Hackathon: ACT III is a hands-on event for developers, founders, engineers and builders who want to push what’s possible with AI on real infrastructure. 📍 If approved for the on-site experience, you'll also have the opportunity to showcase your project live. Travel and accommodation will not be covered.

🌎 Hybrid Hackathon | 💻 Online Build: September 10–16, 2026 | 📍 On-site: September 15–17, 2026 The official hackathon of AI Infra Summit — co-organized by Kisaco Research and lablab.ai. Build production-grade AI applications on the modern AI infrastructure stack, alongside 8,000+ attendees, researchers, founders, and infra leaders. 📍 On-site Venue (September 15–17): Santa Clara Convention Center 5001 Great America Pkwy, Santa Clara, CA 📍 On-site participation is by invitation only. Travel and accommodation expenses will not be covered.

To participate in the hackathon, simply click Sign up with AMD. If you are not already a member of the AMD AI Developer Program (ADP), you will need to create an account. ADP members can access AI tutorials, experts, and community support. In addition, new members can claim a free month of DeepLearning.ai pro, $100 in AMD GPU cloud credits, and $50 in Fireworks AI API credits. All hackathon participants will receive on hackathon launch additional compute and API credits for their projects. Ready to build what's next on AMD? Sign up with AMD below to secure your spot.