World Solve

Many valuable outputs may be generated through open-source contributions, community data, and user interaction rather than conventional employment. National accounts and compensation systems do not yet capture these flows fairly. The solution must work with limited capital, intermittent services, and local maintenance capacity. The research opportunity is to define measurable success criteria, test the approach in realistic settings, identify failure modes, and create a pathway from prototype to accountable deployment.

Public agencies will buy models, datasets, inference services, and automated workflows from vendors whose systems may not be easy to inspect. The unresolved problem is creating contract standards that make public AI procurement auditable, portable, and lawfully contestable. The challenge is especially acute in informal settlements, where legacy systems, coordination failures, and weak oversight can magnify harm.

Future AI systems may improve software, research workflows, and model-training pipelines faster than institutions can review them. The open problem is designing international oversight that supports beneficial progress while preventing uncontrolled capability escalation. The solution must work with limited capital, intermittent services, and local maintenance capacity. The research opportunity is to define measurable success criteria, test the approach in realistic settings, identify failure modes, and create a pathway from prototype to accountable deployment.

Teachers cannot manually inspect every error pattern, while generic adaptive apps often optimize clicks rather than mastery. Compact knowledge models and teacher-controlled workflows could make personalization affordable and pedagogically accountable. The opportunity is intentionally human-scale: a cooperative, clinic, workshop, school, or municipal team could pilot it within one locality and measure outcomes before expanding. Mathematical modeling can help with coordinate uncertainty, incentives, or resource constraints; entrepreneurship can turn a reliable workflow into a viable service.

AI language models have been shown to generate plausible-sounding but entirely fictional legal citations, and this has already caused real problems in actual court filings. Building reliable safeguards against this in legal workflows remains an unresolved and urgent challenge.

Developers often only discover accessibility problems after a product has already launched, since automated tools can't yet catch every meaningful barrier during the build process itself. Building this detection earlier into development workflows remains incomplete.

Economic crises and insecurity drive people to move across borders, often without strong protection frameworks. Regional migration-data hubs and rights-based integration tools could improve responses.

Mediterranean and Balkan routes see recurring spikes in arrivals, straining reception systems and political consensus. Data-driven asylum-processing and integration-support platforms could reduce friction.

Key ports like Rotterdam and Hamburg face capacity and digitalisation challenges that raise costs and delays. Port-community systems and real-time logistics dashboards could address bottlenecks.

Key ports like Rotterdam and Hamburg face capacity and digitalisation challenges that raise costs and delays. Port-community systems and real-time logistics dashboards could address bottlenecks.

Intermittent generation and new demand patterns strain legacy infrastructure. Grid-digitalisation and flexibility-market platforms offer major opportunities.

Deep flows and core structure are difficult to infer. Gravity and magnetic measurements from orbiters can improve models.

SDGs require more funding than current flows. Blended finance and innovative instruments can help.

Growing passenger and cargo flows strain outdated airports and limited direct flight routes between African cities, increasing travel time and cost. Investment in regional aviation hubs and open-skies agreements could improve connectivity.

Most remittance money goes to consumption rather than business or infrastructure investment, missing a huge development opportunity. Diaspora investment bonds and startup co-investment platforms could redirect some of these flows productively.

Porous borders and weak arms-control enforcement allow illegal weapons to circulate freely, sustaining violence. Regional arms-tracking databases and stronger cross-border cooperation could reduce illicit flows.

A vast majority of ocean plastic originates from major river systems; current cleanup solutions lack capacity to filter heavy river flows during monsoons.

Headwater forests that regulate regional river flows are cleared for gold and nickel mining, disturbing regional hydrological balances.

Develop standards and tools that detect manipulation, preserve provenance, and improve reproducibility across increasingly complex scientific workflows.

Improve local forecasting, storage, allocation, and conflict-resolution systems as glacier melt changes the timing and reliability of river flows.