Open Tools & Data
PolicyLens AI
The world's most rigorous open-source AI-powered policy audit engine — built for governments, researchers, and civil society. Evaluates any public policy across nine evidence-based dimensions: Cultural Alignment, Economic Feasibility, Human Rights Compliance, Corruption Risk, SDG Alignment, Institutional Capacity, Gender Equity, Environmental Impact, and Political Feasibility. Powered by live World Bank WGI data, TI CPI 2023, J-PAL MIT evidence standards, and Hofstede 6D cultural model.
Ghost Cluster AML Intelligence
Enterprise-grade Anti-Money Laundering detection engine combining NetworkX graph analysis with Claude AI forensic narrative generation and automated SAR/STR report output. Detects mule clusters, bot smurfing patterns, shell company layering structures, Politically Exposed Person (PEP) exposure, and crypto offramp evasion routes. Designed for financial intelligence units and compliance teams in emerging markets.
PAG System Bangladesh
Predictive Anticipatory Governance platform for floods, cyclones, and droughts across Bangladesh. Streams real-time data via Apache Kafka from BMD (Bangladesh Meteorological Department), BWDB (hydrological data), distributed IoT river gauges, and satellite imagery feeds. Applies Isolation Forest anomaly detection to trigger bilingual Bangla-English LLM alerts and renders an ultra-lightweight SVG dashboard (~50KB) for low-bandwidth field access.
Atlas Aii Global AI Policy Hub
The most comprehensive open-access National AI Policy repository for the Global South — covering 97 nations across Sub-Saharan Africa, South Asia, Southeast Asia, MENA, and Latin America. Each policy document is aligned with the EU AI Act, UNESCO Recommendation on AI Ethics, OECD AI Principles, G20 AI Framework, and ITU standards — then locally contextualised for each country's governance maturity, cultural norms, and digital infrastructure baseline.
AI FactCheckBD
AI-powered misinformation detection pipeline purpose-built for Bangladesh's information ecosystem. Uses CrewAI multi-agent orchestration with fault-tolerant verification chains, automated web crawling, live RSS ingestion from major Bangladeshi news outlets, and archival scraping. Handles both Bengali and English claims. Live demo deployed on Hugging Face Spaces; full source available for institutional deployment.
NGO Secure Field Entry Tool
Offline-first, AES-256 encrypted beneficiary data collection system for humanitarian field operations in low-connectivity environments. Features USB key-gated access control, automated encrypted backups, immutable audit logs, and GDPR Article 9 compliance for sensitive personal data. Aligned with the ICRC Data Protection Framework. Zero internet required — engineered for frontline field workers in conflict zones, refugee camps, and disaster-affected areas.
AI governance · civic tech · NLP · Bangladesh
Fine-tuned language models, fact-check demos, and open datasets for Bengali NLP research.