Circular Carbon Ecosystem · HackOut'26

Turn waste into a carbon-negative value chain

Connects farms, food processors, and municipalities with biochar, biogas, and biomass conversion facilities — forecasting availability, matching the right facility, optimizing the collection route, and estimating the CO₂ impact of every tonne diverted from landfill.

Real Google OR-Tools routing
Real PostGIS geodesic distances
Real XGBoost forecasting
IPCC-cited carbon math

How it works

Predict → Match → Route → Measure

Step 1

Predict

XGBoost forecasts next month's waste availability from real historical patterns

Step 2

Match

A transparent, weighted score finds the best conversion facility - never a black box

Step 3

Route

Google OR-Tools solves a real capacitated vehicle routing problem

Step 4

Measure

A cited methodology estimates the CO₂e impact of every tonne diverted

Aerial view of agricultural fields
Predict

Know what's coming before it's ready for pickup

A model trained on six years of calibrated historical data forecasts next month's waste availability for every generator - with a real, inspectable confidence score.

Industrial conversion facility with pipes
Match

Find the right facility, and know exactly why

Compatibility, distance, spare capacity, and current utilization blend into one transparent score - every recommendation ships with plain-English reasons.

Aerial view of a truck driving down a rural collection route
Route

One truck, the optimal stop order, every time

A real constraint solver - not a heuristic - decides which stops fit under vehicle and facility capacity, and reports honestly when something has to be dropped.

Aerial view of a rice field
Measure

Every tonne, traced to an estimated CO₂e impact

Biochar sequestration and biogas avoided-emissions are modelled as the physically different mechanisms they are - never a universal 1-tonne-equals-X shortcut.

Platform

Everything the value chain needs

AI Waste Forecasting

Random Forest baseline, XGBoost final model, time-based train/test split - a real confidence score, not a fabricated one.

Smart Facility Matching

Compatibility, distance, capacity, and utilization blended into one explainable score with real PostGIS distances.

Route Optimization

A genuine single-vehicle CVRP solved with Google OR-Tools - not a straight line between points.

Carbon Impact Engine

Four separate, cited calculation steps - biochar sequestration and biogas avoided-emissions are never conflated.

Interactive Network Map

Every generator, facility, and optimized route plotted on a live, filterable map.

Full Fleet Management

Complete CRUD for generators and facilities, with role-gated permissions and live capacity tracking.

Who it's for

Built for every role in the chain

Waste Generators

Farms, food processors, and municipalities logging available waste and finding facilities.

Facility Operators

Biochar, biogas, and biomass conversion plants managing intake and capacity.

Administrators

Full network oversight - every generator, facility, route, and carbon record.

Ready to see it in action?

Every figure in the demo is either real published data or clearly labelled as calibrated, synthetic data — never presented as verified without saying so.

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