REAL-WORLD DATA. MEANINGFUL INTELLIGENCE.

Curiosity.
Code.
Possibility.

An independent incubator for machine learning, real-world data and intelligent digital experiences.

01 / SELECTED EXPERIMENTS

Ideas, out in the world.

Explore. Understand. Discover.

A look inside each project. Open a platform for its latest data.

traffic.ai-dev.cloud
Screenshot of Traffic Observatory showing Jeddah district traffic conditions, coverage and the congestion legendWebsite preview · 9 Oct 2026

Urban mobility

Traffic Observatory

City movement, mapped with context. Explore Jeddah and Manila through district maps, street assessments and weekly congestion patterns.

Explore project
Explore the technology and approach

Inside the experiment

Traffic Observatory brings urban mobility research into one clear dashboard. Explore district-level traffic classifications, street assessments, coverage indicators, weekly patterns and daily profiles across Jeddah and Manila.

Current assessments and historical patterns are shown separately. Areas with insufficient evidence remain unclassified, and experimental forecasts are published only when enough history and validation are available. The project investigates recurring congestion and possible improvements without presenting unvalidated interventions as proven results.

Explore the project at traffic.ai-dev.cloud.

FocusUrban mobility, district coverage and congestion research
ExperienceInteractive maps · Street assessments · Weekly patterns · Experimental forecasts
phquake.ai-dev.cloud
Screenshot of the EarthquakesPH dashboard with an earthquake map and 3D depth distributionWebsite preview · 9 Oct 2026

Philippine seismic intelligence

EarthquakesPH

Seismic activity, mapped with clarity.

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Explore the technology and approach

Inside the experiment

PhilVolcans is a Philippine seismic observability platform that compiles high-frequency earthquake feeds, computes energy and slip metrics, and publishes a single dashboard for operators and the public. The backend ingests events from tables and databases, applies geospatial filters, and derives aggregates such as counts, energy, total seismic moment, and kinematic proxies. Datasets are paired with AI-generated weekly overviews, trench attributions, depth histograms, and interactive maps that show live events, coverage, and heat patterns.

The interface renders metrics via charts with moving averages, heat maps, pie diagrams, and histograms so viewers can spot anomalies or persistent trends; access controls and admin tooling surface usage stats while keeping sensitive operations secured behind authentication. Forecast maps, cross-section artifacts, and cached blobs refresh automatically with metadata for transparency, while daily statistics and moment release histories pull from SQL stores so offline analyses remain possible. A math-summary routine recomputes b-values, moment rates, energy proxies, and slip estimates, storing compressed JSON snapshots for fast reads and audits.

The responsive dashboard layers tiles, legends, and tooltips to keep the story consistent across devices, with messaging that clarifies coverage, data cadence, and fault-dimension assumptions plus status cues when blobs or feeds are missing. Containerized services, scheduled math/extraction jobs, and maintenance scripts automate schema snapshots and exports, and optional heat-map, trench, and 3D cross-section modules refresh on demand. Explore what we monitor at phquake.ai-dev.cloud.

Focus PhilVolcans unifies seismic feeds, aggregates, and AI-written summaries for the Philippines
Stack Azure Tables & Blobs · SQL aggregates · AI summaries · Containerized services
itaquakes.ai-dev.cloud
Screenshot of EarthquakesIT showing the Italian earthquake map, magnitude trend and depth profileWebsite preview · 9 Oct 2026

Italian seismic intelligence

EarthquakesIT

A new perspective on Italian seismicity.

Explore project
Explore the technology and approach

Inside the experiment

This dashboard monitors Italian seismicity in near real time. The backend fetches epicenters from the SeismicPortal FDSN service, filters them to Italy, and renders a planimetric Folium map with regional boundaries plus a 3D depth profile relative to key volcanoes. Operational Review lists the latest hour’s quakes in pill cards, while Insights generates a weekly overview via OpenAI every 12 hours and publishes magnitude/slip summaries from the past 30 days—everything cached server-side with JSON endpoints for reuse. Helpers fetch elevation grids, highlight Italian regions, and annotate the five most relevant volcanoes, all wrapped in a clean bilingual UI. Explore the live dashboard at itaquakes.ai-dev.cloud.

Focus Translating civic tech UX patterns to European datasets
Stack Flask · Python · Azure Functions · Storage Tables
markets.ai-dev.cloud
Screenshot of Markets Observatory showing public market performance charts and forecast outlookWebsite preview · 9 Oct 2026

Markets & signals

Markets Observatory

Crypto, gold and the context connecting them.

Explore project
Explore the technology and approach

Inside the experiment

An experimental market observatory bringing crypto, gold and technology into perspective through price performance, economic indicators and geopolitical context. It uses a low-cost, serverless pipeline to collect heterogeneous signals, normalize them, and expose the data for downstream analytics—such as experimental forecasts and comparative research. Azure Functions (Python) query external feeds, transform payloads, and persist results to Azure Storage Tables, all built and managed via Visual Studio Code with Azure tooling.

Explore the live Markets Observatory surface at markets.ai-dev.cloud.

Focus Comparing market behaviour and context; research, not investment advice
Stack Python · Flask · Azure Functions · SQL Server · OpenAI APIs
02 / OUR APPROACH

From questions to working experiences.

Same curiosity. A wider world.

01

Explore

Find meaningful questions in real-world data.

02

Prototype

Turn ideas into working experiments.

03

Evaluate

Learn from evidence and real-world use.

04

Improve

Refine, expand and create lasting value.

03 / START A CONVERSATION

What could we explore together?

Ideas, data and collaborations. Let’s start a conversation.

info@ai-dev.cloud