Ogollas-lab/Mradi-wa-Ardhi

Land fraud is Kenya’s most expensive crime. Buying land involves a chain of documents, most of which can be faked or backdated. # Mradi wa Ardhi — Land Transaction Agent 🇰🇪 **Land fraud is Kenya’s most expensive crime.** Buying land involves a complex chain of documents—Title Deeds, Search Certificates, Transfers, and ID copies—most of which can be faked, backdated, or tampered with. **Mradi wa Ardhi** is an AI-powered agent designed to stress-test land transactions before a buyer signs any contracts or commits funds. It serves as a digital "Land Intelligence Matrix" for advocates and prospective buyers. ## 🚀 Core Capabilities ### 1. Gemini Vision Ingestion Upload photos or PDFs of land documents. Our agent uses **Gemini 1.5 Flash** to: - **Node Extraction**: Identify the document type (Title Deed, Mutation, Search Certificate) and extract key metadata. - **Signature Integrity**: Scans for ink signatures, stamps, and seals across historical records. - **Cross-Doc Consistency**: Detects if the "Owner" on a 2012 Title matches the "Vendor" on a 2024 Sale Agreement. ### 2. Kenya Gazette Intelligence Mapping The agent automatically searches historical **Kenya Gazette** archives (Digital Library) for any flags associated with a specific parcel number: - **Succession Notices**: Alerts if the land is part of an ongoing probate case. - **Compulsory Acquisitions**: Detects if the land is earmarked for bypasses, railways, or public utilities. - **Civil Suites**: Identifies caveats or injunctions published in the gazette. ### 3. AI Risk Scoring & Audit Reports Based on the extracted data and Gazette search, the system generates a detailed **Risk Report**: - **Risk Score (0-100)**: Quantitative fraud probability. - **Risk Level**: (Low, Medium, High). - **Critical Findings**: Specific inconsistencies (e.g., "Backdated Stamp detected on Search Certificate"). - **Actionable Recommendations**: Clear legal steps to take before proceeding. ### 4. Multilingual AI Audit Advisor A real-time chat interface (supporting **English and Kiswahili**) allows users to ask follow-up questions about Kenyan land law …