Start from the output
Open the project overview and interpret the latest card before entering the models.
How to read the portfolio
Open the technical dossier
Each page connects data, features, validation, runtime and failure modes.
Follow the evidence
Use applications, results and profile pages to assess transferability and delivery capability.
Common structure
How workflows are documented
Each project starts from a specific question and follows a common structure. Where relevant and available, its page reports:
- the problem addressed;
- the output produced;
- the sources used;
- maturity status;
- method and controls;
- evaluation period;
- metrics and baselines;
- limitations and failure conditions;
- published artefacts;
- potential applications.
Scope
A workflow’s inclusion in the portfolio documents research, experimentation or automation activity. It does not imply suitability for production, regulated, critical or decision-making uses.
Open results →Filter the portfolio
Weather automation
Turns public weather forecasts into an educational, readable and quality-controlled multi-city index.
OutputMulti-city grid and detail card.
StatusActive · educational
CadenceMonday, Wednesday and Friday
The New Margin
Measures the 3-2-1 crack spread, produces multi-horizon forecasts and preserves a mature-error track record.
OutputMargin snapshot, forecasts and metrics.
StatusActive · experimental
CadenceWeekly
Market Overview
Condenses cross-asset signals into regime, forecast, anomalies and a risk-on/risk-off view while keeping uncertainty visible.
OutputRegime, forecast, anomalies and risk map.
StatusActive · experimental
CadenceWeekdays
AI Supply Chain
Reads the AI economy as a network of semiconductors, memory, data centres, power and cooling.
OutputMarket pulse and relative-extension cards.
StatusActive · experimental
CadenceWeekly
Satellite
A public Etna event triggers multi-source fusion and two indicative 12-hour atmospheric trajectories.
OutputGeospatial card with thermal, seismic and upper-air wind data.
StatusActive · event-conditioned
CadenceChecked every 6 hours; post on a valid new event
Energy Crisis Thermometer
Combines energy, logistics and financial stress into a traceable 0–100 index with drivers, forecast and state machine.
OutputCurrent gauge and coordinated driver history.
StatusActive · experimental
CadenceSeveral weekly runs
Etna Forecast
24-hour and 5-day probabilistic nowcasting with public multimodal data, strong baselines, a modality gate and declared degradation.
OutputProbability card and model-metrics card.
StatusActive · educational
CadenceMonday, Thursday, Sunday and events
Bluesky multi-source
Turns independent technology/AI and energy sources into bilingual Bluesky posts with original cards, traceability and copyright-aware controls.
OutputTwo independent IT/EN root posts with up to two original cards per run.
StatusActive · experimental
CadenceMonday, Wednesday and Friday
World Economy Engine
Integrates macro and market data into a Global Economy Pulse, time-causal regimes, a structural graph, scenarios and forecasts with prequential selection, benchmarks and uncertainty intervals.
OutputMonthly pulse, causal/structural graph, regimes, scenarios, forecasts and evidence audit.
StatusActive · experimental · evidence-aware
CadenceWeekly · Monday
Etna Sentinel
Automated relay of official VONA notices plus an educational wind-transport simulation combining INGV, Open-Meteo, NASA FIRMS/GIBS, pressure-level trajectories, infrastructure proximity and safety gates.
OutputVONA card, 12h trajectories, infrastructure alignment, data-quality and method cards; independent IT/EN root posts.
StatusActive · educational · fail-closed
CadenceTue/Thu/Sun + VONA monitor every 3 hours
Hydrogen Route Observatory
Compares grey SMR, SMR+CCS and electrolysis using public/configured energy prices, chemical balances, emissions boundaries and break-even thresholds.
OutputVariable cost, modelled LCOH, operational intensity, CO₂/power/gas/PPA thresholds and sensitivities.
StatusExperimental · calculation · evidence-aware
CadenceMon–Fri 10:50 Europe/Rome
Ammonia & Fertilizer Chain
Propagates gas cost through the NH₃→urea chain while separating the physical calculation, nowcast and falsifiable M+1 forecast.
OutputImplied NH₃/urea cost, model-market spread, interval forecast and matured track record.
StatusExperimental · calculation + forecast
CadenceMon–Fri 09:50 Europe/Rome; monthly maturation
Italy Variable Renewable Forecast
Forecasts the Europe/Rome D+1 civil day for solar, wind and total VRE, normalising by capacity and archiving point-in-time vintages.
OutputP10/P50/P90, D+1 GWh, abundance index and OOS metrics versus baselines.
StatusExperimental · forecast · point-in-time
CadenceDaily 08:50 Europe/Rome
Process Sentinel
Detects anomalies and faults on a generic dynamic chemical process with isolated truth, a frozen 28-day synthetic benchmark and a drift-aware PCA + process-residual ensemble.
OutputState, anomaly score, contributors, detected/missed events, recall, false alarms, delay and benchmark readiness.
StatusExperimental · simulated plant
CadenceEvery 6 h: 00:50/06:50/12:50/18:50 UTC
Virtual Analyzer
Estimates product quality between laboratory assays with delay, noise, point-in-time controls, OOD detection and measurable abstention.
OutputEstimate/split-conformal interval, domain status, OOD check and frozen-benchmark context.
StatusExperimental · simulated laboratory
CadenceEvery 6 h: 01:50/07:50/13:50/19:50 UTC
Energy & Steam Optimizer
Optimizes a synthetic HP/MP/LP steam network using real/configured gas, power and carbon prices against a frozen reference dispatch policy.
OutputReference/optimized cost, steam dispatch, direct-combustion ΔCO₂, LP shadow prices and perturbation-based MILP marginal values.
StatusExperimental · hybrid optimization
CadenceDaily 11:50 Europe/Rome
Status and metrics: cards show project status; the Results page separates mature, preliminary and non-applicable metrics. Open results →