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Cover image for 🌿TrailLens: Take a Photo. Learn. Explore.
Asavari Pawar
Asavari Pawar

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🌿TrailLens: Take a Photo. Learn. Explore.

🌱 Touch Grass: TrailLens – Offline AI Nature Identifier

For Hacktoberfest 2026, I’m building TrailLens, an AI-powered tool that encourages people to spend more time outdoors by helping them identify plants and leaves while hiking, walking, or exploring nature.

📸 What it does

  • Take a photo of a plant or leaf outdoors
  • Use an open-weight AI model to identify it
  • Provide basic information about the identified plant
  • Designed to work locally, reducing the need to upload images to a remote server
  • Makes the screen useful for only a few seconds — then gets you back outside 🌿

🤖 Why open-source AI?

The open approach is an important part of this project. Using an open-weight model gives us the ability to:

  • Run AI locally
  • Keep personal photos on the user's device
  • Experiment with and modify the model
  • Swap models without being locked into one provider
  • Reduce dependence on paid cloud APIs
  • Potentially use the application in places with poor or no internet connectivity

This is where open innovation works better for this project than a closed, cloud-only approach: the AI can come to the trail instead of requiring the trail to have an internet connection.

🌍 Why “Touch Grass”?

AI shouldn't always keep us in front of a screen. I wanted to build something where technology is simply a bridge to the real world.

The goal is simple:

Take your phone → identify something → learn about it → put your phone away → explore. 🌱

🛠️ Tech

  • Python
  • Computer Vision
  • Open-weight AI model
  • Local inference
  • Image Processing

This project is still evolving, and I’m excited to experiment with open-source AI and take it outside!

Hacktoberfest #Hacktoberfest2026 #TouchGrass #OpenSourceAI #AI #MachineLearning #ComputerVision #OpenSource #Python #AIML

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