Suo Lei Gaias Sng@Gaias

OT Sentinel Edge AI is a cyber-physical resilience platform for industrial and operational environments. It turns live camera, video, and sensor signals into explainable operational intelligence at the edge, helping teams detect unsafe conditions, equipment anomalies, suspicious activity, and emerging incidents before they become major disruptions. The prototype uses computer-vision inference with OpenVINO and ONNX models to process real-world inputs locally, reducing latency and unnecessary cloud exposure. Detected events are correlated with operational context to estimate affected assets and blast radius. A governed decision layer then recommends containment or remediation actions, but keeps high-impact actions behind explicit human approval. The system is designed around production concerns rather than a single model demo: edge inference, evidence capture, event severity, confidence scoring, auditability, human-in-the-loop controls, and post-action verification. A web dashboard presents live detections, incident timelines, affected assets, recommended actions, and evidence. For the AI Infra Summit Hackathon, the focus is demonstrating how Intel-aligned edge AI can move from perception to a safe, explainable operational response using a standard webcam/video feed and an industrial monitoring scenario. The longer-term goal is a deployable platform for factories, utilities, data centres, logistics sites, and other environments where physical operations and cybersecurity increasingly overlap.

VerbaTrace AI turns enterprise conversations into accountable outcomes. Built for compliance reviews, risk assessments, due diligence, requirements workshops and structured interviews, VerbaTrace listens in real time, understands what has been said, identifies incomplete or weakly supported answers, and asks focused follow-up questions before the session moves on. For this hackathon, VerbaTraceuses AssemblyAI as the real-time voice layer for speech recognition, natural turn-taking, interruption handling, agent responses and tool-driven actions. Blue River’s workflow engine adds evidence scoring, structured findings, risks, decisions, action items and an auditable session record. Unlike a generic voice chatbot, VerbaTrace is designed to make important conversations inspectable and useful after the call ends. The result is not just a transcript: it is a structured evidence pack that shows what was said, what remains unresolved, what requires follow-up and what should happen next. This creates a practical foundation for trustworthy voice agents in regulated and enterprise workflows.

🌎 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.

🌎 Online Hackathon | 💻 Month-long challenge | Dates: Sep 1–30, 2026 | 🏆 $10,000 Prize Pool ($5k cash + $5k in AAI credits) A month-long online challenge run by lablab.ai together with AssemblyAI, the Voice AI infrastructure company for builders. Every participant builds on AssemblyAI. You can join at any point — registration stays open for the whole build window, so you can start on day one or pick the project up halfway through and still submit. 🌍 Fully online hackathon. Join and build from anywhere in the world.