🤝 Top Collaborators
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🤓 Latest Submissions
Data Center Ops
Data Center Ops is a real-time, on-device AI assistant that helps data center technicians inspect and assemble server racks correctly the first time. Over 1000 racks are built every week — dense meshes of cables, trays, and ports assembled at volume by labor crews cross-referencing paper guides. Roughly 80% are installed incorrectly on the first attempt. DC-Ops turns any Snapdragon phone into a smart inspection tool: point the camera at a rack and it instantly identifies 16 classes of components — compute trays, network ports, LEDs, cables, fans, drive bays, power shelves, DPUs and more — drawing live overlays on the camera feed. Everything runs entirely on-device using PyTorch and ExecuTorch, compiled to the Qualcomm QNN Hexagon Tensor Processor (HTP) NPU on the Samsung Galaxy S25 Ultra (Snapdragon 8 Elite, SM8750). This matters because data centers that manage private data have limited cloud availability but technicians need instant feedback. By running inference directly on the NPU with INT8 quantization, DC-Ops delivers low-latency, power-efficient detection with zero data ever leaving the device. We trained on 2,036 human-labeled images across four datasets, bootstrapped with a BrightData web-scraping + auto-labeling pipeline (Grounding DINO + SAM). Models and dataset are published openly on Hugging Face.
28 Jun 2026
WellSignal
WellnessSignal is a dual-sided GTM intelligence platform that uses live web data to connect wellness operators with corporate buyers. For wellness operators (yoga studios, retreat organizers, dance organisers, coaches): WellSignal scrapes real-time data from ClassPass, Eventbrite, Luma, and Google to surface competitor pricing, demand spikes, and corporate buyers actively hiring for employee wellbeing roles — then recommends exactly what bundles to offer, at what price, and drafts the outreach email. For corporate HR teams: WellSignal scans the wellness market, benchmarks what peer companies offer employees, and builds curated multi-service wellness bundles (yoga + breathwork + coaching + retreats) with ROI projections backed by industry benchmarks. Built on Bright Data's Web Unlocker and SERP API for live scraping, and Claude AI for signal classification, competitor analysis, and bundle recommendations. The global corporate wellness market hits $100B by 2026 — WellSignal is the intelligence layer it's missing.
31 May 2026
