lama_codes

FindLoo is an AI-powered mobile application designed to help women in India instantly locate clean, safe, and accessible public washrooms. By replacing traditional backend logic with advanced Google AI agents and multimodal vision pipelines, FindLoo scans a 1KM radius of a user’s location to deliver real-time, context-aware restroom recommendations. Key Product Architecture & Features: Hierarchical Data Sourcing & AI Safety Scoring To ensure high-quality recommendations, the app aggregates data from Google Places and categorizes locations into a strict priority hierarchy based on baseline hygiene: Tier 1 (Premium): Malls and Luxury Hotels (Starts at a base score of 50) Tier 2 (Standard): Cafes, Diners, and Restaurants (Starts at a base score of 35) Tier 3 (Utility): Public Transit Infrastructure (Starts at a base score of 10) An autonomous AI AntiGravity Agent dynamically calculates a Safety Rating Score (0-100) for each facility. The baseline score is adjusted in real-time based on crowdsourced user reports (e.g., granting +10 for features like "Brightly Lit" or "Staff Nearby," and penalizing -15 for risks like an "Isolated Corridor"). Gemini-Powered Multimodal Verification To prevent spam and fake reviews (like selfies or food photos), FindLoo features an automated verification pipeline. Users snap and upload a photo of the facility, and Gemini 2.0 Flash Vision acts as a strict moderator. It analyzes raw image pixels for specific washroom hardware like sinks and toilets before awarding the location a green "Verified" badge. Instant Quarantine System In the event of a critical sanitation failure, plumbing issue, or safety emergency, users can tap a "Quarantine Loo" button. This instantly drops the facility's safety score to 0 globally, and the AI immediately rewrites the location context to broadcast a warning to all users in the area to avoid the facility. Dynamic Mapping & Seamless Navigation Custom map pins dynamically display the live safety score directly on the map, allowing users to evaluate options at a glance. Once a user selects their preferred safe restroom, FindLoo seamlessly hands off the coordinates to Google Maps for turn-by-turn navigation. Tech Stack Integration: FindLoo operates entirely on an AI-native infrastructure, bypassing traditional hardcoded backend routines: Data & Score Intelligence: Powered by the Google AntiGravity Interactions API. This sandboxed agent handles autonomous score calculations, generates physical layout context, and writes human-readable reviews dynamically. Vision Moderation: Driven by standard Gemini 2.0 Flash multimodal endpoints for instantaneous image validation.