Amit Ashutosh@amitashutosh

We have built a high-throughput, zero-cloud visual anomaly detection and robotic intervention pipeline tailored for Intel Core Ultra hardware. We utilized the Intel OpenVINO and Anomalib frameworks to perform real-time edge defect localization and lightweight vision classification to output deterministic spatial coordinates for automated sorting or inspection workflows. We are able to successfully demonstrate the Physical AI ability of Intel's robotic arms through actual communication between the Physical AI Studio where the categorization made was between a lego block with permanent marker on it (categorized as bad), and lego block with no marker (categorized as good). The pipeline used ACT models for initial hop from picking station to inspection station and then moved the correct blocks to two different trays, one for good and one for bad.

🌎 Online Hackathon | 💻 Online Build: Sept 26 - Oct 5, 2026 A virtual, global hackathon. Build from anywhere in the world. Dark Factory is the official hackathon of WeAreDevelopers World Congress North America, presented by BAND, but you don't need to be in San Jose to take part. For one week, you build a software factory in BAND Desktop: a band of coding agents that plans work, implements it and checks its own results. 🎟️ Bonus for sign-ups: you are eligible for a free ticket to WeAreDevelopers World Congress North America in San Jose (Sep 23–25). If you do go, stop by the BAND booth: a surprise is waiting for you.

🌎 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.