
ForgeSight is a multimodal quality control copilot specifically designed for manufacturing environments. It automates the defect detection and reporting process through a unique four-agent pipeline that includes an Inspector, Diagnostician, Action, and Reporter. These agents collaborate to inspect assembly line images, diagnose the root causes of defects, draft work orders, and publish fully auditable reports. Developed for the AMD Developer Hackathon, the system utilizes a fine-tuned Qwen2-VL vision model hosted on an AMD Instinct MI300X node, employing ROCm and vLLM. By leveraging the impressive 192 GB of memory available on a single MI300X GPU, the 72-billion parameter model operates efficiently without the need for sharding. This capability allows it to deliver real-time inference on the factory floor and provide verdicts in just 20 seconds.
10 May 2026

Aurelius is a specialized platform designed to facilitate an autonomous agent economy by utilizing programmable USDC and gasless nanopayments. The system enables machine-to-machine commerce through several tracks, including per-API monetization, real-time agent loops, and usage-based billing. By integrating with Arc, the technology allows for micro-transactions as low as a fraction of a cent, which are typically impossible on traditional networks due to high fees. This infrastructure supports high-frequency AI tasks with a model that ensures positive unit economics and immediate settlement. Ultimately, the source outlines a shift toward micro-commerce where digital entities can exchange value seamlessly without manual oversight.
26 Apr 2026