A personalized, explainable AI agent helping smallholder farmers make smarter daily choices.
AgriSense is my capstone project from the Google x Kaggle AI Agents Intensive (2025) - a 5-day deep dive into agentic system design, memory, tools, and multi-agent workflows.
This project holds deep meaning for me. Growing up, I watched farmers in my ancestral village in Kanpur struggle with unpredictable weather and limited access to timely advice. Those experiences shaped my long-term goal of building tech that empowers rural communities.
AgriSense is designed for exactly that purpose.
It converts raw weather forecasts into clear, crop-specific, stage-aware farm recommendations using AI agents.
- Asks intuitive questions
- Fetches real-time weather
- Generates daily personalized guidance
- Remembers previous sessions
Powered by the Open-Meteo API.
Stores crop, stage, past alerts, and weather snapshots.
Agronomy-inspired decision logic for irrigation, heat stress, and pest risk.
Combines weather + rules + memory → simple, actionable advice.
Handles workflow, user input, memory updates, and logging.
User
↓
Orchestrator Agent
↓
Weather Tool → Rule Engine → Memory Store
↓
LLM Reasoner
↓
Output Layer (JSON + Natural Summary)
Conversation-style flow with crop → location → stage → personalized plan.
Includes weather fetch, irrigation decisions, fungal/pest alerts, and history summaries.
- Google AI Studio (Gemini)
- ADK (Agent Development Kit)
- Python
- Open-Meteo API
- JSON output logs
- Notebook-based memory system
- IoT soil sensors
- Voice + local language interface
- Seasonal planning
- WhatsApp/Android integration
- Pest prediction models
✔ Built a full agent workflow
✔ Tools + memory + orchestration
✔ Multi-agent concepts
✔ Evaluation + observability
✔ Capstone submitted + Kaggle badge
notebooks/
capstone/
screenshots/
README.md
Kaggle Notebook:
https://www.kaggle.com/code/capblack222/agrisense-agent
AgriSense is a small but meaningful step toward using technology for rural impact — inspired by the farmers in my village whose resilience shaped my journey.