AI & Data Sciencegithub.com/wiroxa/CivicGrid · Open Source100% Complete
CivicGrid AI↗
Turning citizen voices into transparent, data-driven infrastructure decisions.
CIVIC INTELLIGENCECivicGrid AI
CivicGrid brings multilingual citizen reports into one decision-making workflow. Voice and text complaints become classified issues, geographic hotspots, district priorities, and budget recommendations.
An open-source AI platform transforming multilingual citizen complaints into actionable insights with geographic analysis, priority scoring, and budget optimization.
Key Engineering Highlights
01
Multilingual voice & text citizen issue reporting with BERT NLP classification.
02
Geographic hotspot detection (DBSCAN) & transparent district priority scoring (XGBoost).
03
OR-Tools budget optimization & Gemini-powered explainable policy recommendations with complete decision lineage.
PRODUCTION IMPLEMENTATION
Under the hood.
An illustrative snippet demonstrating the core architecture, data pipelines, and engine logic.
typescript
// CivicGrid AI Multilingual Pipeline & Policy Optimization
import { GoogleGenAI } from '@google/genai';
// 1. Hotspot Clustering & Priority Optimization
const clusters = await geoClusterEngine.detectHotspots(citizenComplaints, {
algorithm: 'DBSCAN',
epsKm: 1.2,
minSamples: 5
});
const optimizedBudget = await budgetOptimizer.maximizeImpact({
districts: clusters,
maxBudget: 2500000,
engine: 'OR-Tools'
});
// 2. Explainable Policy Lineage via Gemini
const ai = new GoogleGenAI({ apiKey: process.env.GEMINI_API_KEY });
const policy = await ai.models.generateContent({
model: 'gemini-2.5-flash',
contents: `Draft transparent infrastructure action plan with decision lineage for: ${JSON.stringify(optimizedBudget)}`
});NEXT PROJECT