# Creative WebMatrix Solutions

- **Event:** [Meta Global AI Developer Hackathon](https://cerebralvalley.ai/e/meta-ai-developer-hackathon)
- **When:** Oct 26, 12:00 PM – Nov 4, 9:00 PM (EST)
- **Where:** Online
- **Team:** [Barbara Ackles](https://cerebralvalley.ai/u/BarbaraAckles)
- **GitHub:** https://github.com/barbaraackles/sitesense
- **Demo video:** https://www.youtube.com/watch?v=i4RrNgxL0WM
- **Gallery:** https://cerebralvalley.ai/e/meta-ai-developer-hackathon/hackathon/gallery
- **Page:** https://cerebralvalley.ai/e/meta-ai-developer-hackathon/hackathon/gallery/3305

SiteSense is a multimodal field assistant for oil and gas wellsite and pipeline inspection in BC's Peace Region, built for the Meta Global AI Developer Hackathon (Oct 26 – Nov 4, 2026). It works top-down: free Sentinel-2 satellite imagery flags areas of interest, a drone survey ranks photos worst-first, and a phone close-up goes through SAM 3.1 segmentation and Muse Wonder diagnosis to produce a severity-rated, tool-called work order that links back to its origin.

Every work order is safety-first by design: images never "detect gas," H2S cues are flagged for calibrated detection, only legible gauge readings are reported, and low confidence is stated plainly and routed to human verification. A wildfire layer from Emberline  a BC wildfire hotspot and FireSmart planner built on a decade of BC Wildfire Service data  adds per-site fire-risk badges to every work order.

Field-tested Nov 2–3, 2026 on 100 fresh photos of real machines: a John Deere tractor/loader, JD 24-A skid steer and Massey Ferguson 1505 including a "do not start" fire-hazard call on leaves and a rag packed against a hot exhaust; a rare M-R-S all-wheel-drive tractor 41 solid diagnoses, 31 High and 1 Critical, ending with a bent tie rod; a working Kubota as the control correctly returned mostly as a Low/Medium service list; a brand-new loader mostly "no fault found"; and a boat including a High-priority call on a fuel can stored inside the cabin. Failures are counted out loud: malformed confidence scores, one unusable answer, two diagnoses a still photo can't support. A human reviewed every report; the one place name a draft invented was caught, removed, and disclosed.

Built by a solo developer who lives on the land it watches  designed in the Peace Region, for the Peace Region.

## More from Meta Global AI Developer Hackathon

- [Latent Raw](https://cerebralvalley.ai/e/meta-ai-developer-hackathon/hackathon/gallery/3302)
- [T-1777](https://cerebralvalley.ai/e/meta-ai-developer-hackathon/hackathon/gallery/3303)
- [Omukuumi](https://cerebralvalley.ai/e/meta-ai-developer-hackathon/hackathon/gallery/3304)
- [MarginMindAI](https://cerebralvalley.ai/e/meta-ai-developer-hackathon/hackathon/gallery/3306)
- [Abubakar Jibrin](https://cerebralvalley.ai/e/meta-ai-developer-hackathon/hackathon/gallery/3307)
- [refuzz](https://cerebralvalley.ai/e/meta-ai-developer-hackathon/hackathon/gallery/3308)

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Markdown version of https://cerebralvalley.ai/e/meta-ai-developer-hackathon/hackathon/gallery/3305. Site index for agents: https://cerebralvalley.ai/llms.txt · full text: https://cerebralvalley.ai/llms-full.txt