🌟 What I Built
Flora Scout is an offline-first mobile web application that allows hikers and outdoor enthusiasts to identify native plant species, flowers, and trees along the trail—without requiring an internet or cellular connection.
It runs an open-weight vision model locally on-device using WebGPU/Ollama, paired with an open-source agent framework (Mastra) to organize local trail findings, cross-reference native/invasive species databases locally, and log discovered flora. The app is built so that screen time is minimized to a quick 5-second snapshot, letting you get back to enjoying nature.
🍃 How It Gets People Outside ("Touch Grass")
Instead of gluing users to a screen, Flora Scout is built to enhance outdoor exploration:
Fast Trail Identification: Snap a photo on the trail, get immediate identification and brief ecology insights, and immediately put the phone away.
Zero Signal Needed: Designed specifically for dead zones in state parks and deep wilderness trails.
Gamified Local Exploration: Keeps a offline journal of indigenous species spotted during hikes, encouraging users to hit new trails and discover local ecosystems.
🔓 Why Open Innovation Matters Here
Zero Connectivity Reliance: Closed APIs (like OpenAI or Claude) fail the second you enter a forest or mountain trail with no cell signal. By running open-weight models (e.g., Gemma 2 / LLaVA) locally on-device via local inference, the app works 100% offline.
Privacy & Data Ownership: Your location data and hike photos remain strictly on your local device—never sent to cloud servers or used to train proprietary models.
Zero Operating Cost: Running open-source models directly on hardware eliminates per-token API costs completely.
🛠️ Tech Stack & Partner Tools Used
AI Core: Open-weight vision-language model (Gemma / LLaVA) for image classification and description.
Agent Framework: Mastra for agent orchestration and tool routing.
Database / Local Storage: MongoDB Atlas Edge / Local IndexedDB for caching plant taxonomy data offline.
Deployment: Render for hosting the PWA distribution server.
📸 Field Test & Demo
Took Flora Scout out to a local nature preserve with zero cellular reception. Snapped a picture of a native fern and an invasive vine on the trail—Flora Scout identified both instantly offline and flagged the invasive species with tips on safe removal!
🤖 Agent Session Record (DevRelay / Entire)
You can view the full agent session log, prompts, and debugging workflow behind building Flora Scout
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