Nexus Research Platform | Global Risk Research & De-Risking Infrastructure | The Global Risks Forum
The Global Risks Forum • Research Platform • Swiss Association

Research Infrastructure for Global De-Risking

Where evidence becomes decision-usable and researchers find resources

The world's risk research is fragmented, methods are hidden, and claims are unbounded. Nexus Research Platform transforms this: mandatory uncertainty labeling, AI-powered synthesis, benchmark challenges, and an open research economy connecting researchers with funders. We are the production infrastructure for de-risking portfolios—converting frontier knowledge into governance-ready artifacts that enable coordinated action.

9
Frontier Domains
6
Platform Modules
10+
AI Integrations
4
Credit Types
6
Councils Integrated
De-Risking Value

What This Platform De-Risks

Nexus Research Platform eliminates the structural failures that prevent risk research from becoming coordinated action.

Research Platform Command Center
LIVE Enterprise Dashboard
12,847
Research Outputs
↑ 23.4% vs last quarter
98.7%
Uncertainty Labeled
↑ 4.2% compliance rate
100%
Methods Disclosed
MANDATORY platform policy
2,341
Funder Matches
↑ 67.8% successful connections
De-Risking Progress by Category
Hype-Based Decisions Eliminated 94%
Non-Comparable Claims Standardized 89%
Research Reproducibility Rate 87%
Researcher-Funder Alignment 91%
Evidence Coordination Index 96%
Live Platform Activity
Last 24h
Brief Validated
Climate-Finance Cascade Analysis — Uncertainty: ±12%
2m ago
Funder Match
Researcher → Gates Foundation (Biosecurity)
8m ago
Replication Success
Cyber-Physical Risk Model — Robustness: 94%
15m ago
Correction Issued
Supply Chain Brief v2.1 — Explicit supersession
23m ago
Platform Capabilities — De-Risking Controls
Anti-Hype
Mandatory uncertainty bands on all claims
Comparability
Standardized benchmarks & metrics
Transparency
100% methods disclosure required
Replication
Sandboxed verification environment
Corrections
Explicit edits with supersession chain
Without Nexus Platform
~30%
Reproducibility rate
~15%
Methods disclosed
~5%
Uncertainty labeled
Months
Funder discovery
With Nexus Platform
87%
Reproducibility rate
100%
Methods disclosed
98.7%
Uncertainty labeled
48 hrs
AI-powered matching

Data Notice: All dashboard metrics, statistics, and visualizations are generated during test/simulation mode for demonstration and visualization purposes only. This data does not represent actual platform activity and should not be used for decision-making.

Research Failures We Eliminate
Critical Gaps Addressed
Decisions made on hype Non-comparable claims Hidden methods Unbounded conclusions Irreproducible research Silent corrections Researcher-funder disconnect Fragmented evidence No uncertainty quantification Coordination failures
Research Frontier

9 Priority Risk Domains

Where decisions are being made on incomplete evidence. These domains represent the highest-value opportunities for research impact, funder interest, and de-risking portfolios.

Active Research Domains
Accepting Submissions
Systemic Risk & Cascades
Cross-Sector Coupling

How shocks propagate through interconnected systems—financial contagion, infrastructure cascades, supply chain amplification, correlated failures.

Applications: Stress testing, portfolio de-risking, infrastructure planning
Climate + Macro-Financial
Volatility Coupling

Climate volatility amplifying debt stress, insurance retreat, stranded assets, transition risk, sovereign credit implications.

Applications: Asset allocation, sovereign risk, transition planning
Cyber-Physical Risk
IT/OT Convergence

Digital systems meeting physical infrastructure—OT vulnerabilities, safety-critical dependencies, industrial control systems.

Applications: Critical infrastructure protection, industrial security
Supply Chain Fragility
Industrial Chokepoints

Critical minerals, semiconductor dependencies, single-source vulnerabilities, reshoring economics, strategic reserves.

Applications: Procurement strategy, industrial policy, resilience
Information Disorder
Trust Collapse

Misinformation propagation, synthetic media detection, influence operations, institutional trust erosion, epistemic security.

Applications: Election integrity, public health, platform governance
Biosecurity & Health
Spillover Risk

Pandemic preparedness, surveillance gaps, response capacity, antimicrobial resistance, dual-use research governance.

Applications: Health security, pandemic finance, preparedness
Frontier Tech Risk
AI & Autonomous Systems

GenAI capabilities and limitations, agentic system governance, model error propagation, concentration risk, compute governance.

Applications: AI governance, model risk management, policy
Post-Quantum Transition
Cryptography Migration

Q-Day timeline assessment, cryptographic inventory, migration pathways, harvest-now-decrypt-later threats.

Applications: Security architecture, compliance, planning
Space & Extreme Events
Satellite Dependency

Space weather impacts, satellite constellation vulnerabilities, GPS/timing dependencies, lunar/cislunar governance.

Applications: Space operations, critical infrastructure, resilience
Platform Modules

Research Infrastructure

Six core modules that transform how risk research is created, validated, synthesized, and translated into governance-ready action.

Core Platform Modules
6 Modules
Frontier Brief Engine
AI-Powered Synthesis

Multi-model AI synthesis with mandatory uncertainty labeling. Generates governance-ready briefs with confidence intervals, evidence quality scoring, and bounded conclusions.

Methods Disclosure Registry
Transparency Engine

Structured methods transparency with public abstracts and controlled full details. Versioned, searchable, machine-readable formats with limitation flags.

Benchmark Challenge Hub
Competitive Evaluation

Standardized evaluation with common datasets, metrics, and scoring. Sponsor-funded prize pools, leaderboards, and robustness testing.

Replication Track Hub
Robustness Verification

Track replication attempts, issue robustness badges, verify findings. Sandboxed execution environments for reproducibility testing.

Research-to-Governance Translation
Docket Creation

Convert academic research into governance-ready language. AI-powered docket creation with routing to Policy, Capital, or Governance platforms.

Data Partnership Hub
Curated Datasets

Curated datasets, metadata catalogs, reference indexes. DOI minting, provenance tracking, and institutional licensing.

AI Infrastructure

Multi-Model AI Capabilities

Enterprise-grade AI infrastructure powering every aspect of risk research. Multi-model synthesis, uncertainty quantification, and governance-ready output generation.

AI Services — Integrated APIs & Capabilities
10+ Integrations
Capability Models Integrated Output Use Case
Research Synthesis GPT-4, Claude 3, Gemini Pro Structured brief with uncertainty bands Convert literature into governance-ready summaries
Literature Review Claude 3, Semantic Scholar API Systematic review with evidence quality scores Comprehensive domain mapping with gap analysis
Evidence Mapping GPT-4 Vision, Custom embeddings Visual knowledge graphs and cascade maps Visualize relationships and propagation paths
Hypothesis Generation Claude 3, GPT-4 Ranked hypotheses with testability scores AI-assisted research direction discovery
Methods Analysis Claude 3, Code Llama Methods disclosure with limitation flags Automated methods extraction and quality assessment
Uncertainty Labeling Multi-model ensemble Confidence intervals and evidence quality Mandatory labeling for all platform outputs
Translation Services GPT-4, DeepL API Multi-language with term preservation Break language barriers in global research
Governance Brief Generation Claude 3, Custom fine-tuned Decision-ready brief with routing Research-to-governance translation
Benchmark Evaluation Open-source evaluators Standardized scores with robustness indicators Comparable evaluation across submissions
Replication Assistant Code Llama, GPT-4 Code Reproducibility report with artifacts Automated verification in sandbox
Open Research Economy

Quests, Bounties, Builds & Hackathons

A complete economic system for risk research production. Earn credits through contribution, spend them on AI tools, build reputation that unlocks opportunities and connects you with funders.

Credit Economy — Earn, Spend, Build Reputation
4 Credit Types
vCredits
Validation Credits

Earned exclusively through high-value validation work: peer reviews accepted, successful replications, benchmark contributions. Cannot be purchased—only earned through demonstrated expertise.

pCredits
Participation Credits

Earned through active participation: submissions, event attendance, task completion, docket work. The baseline engagement currency that unlocks features and tracks contribution history.

eCredits
Engagement Credits

Earned through community building: giving feedback, peer support, mentoring, course completion. Boosts profile visibility and matching priority for funding opportunities.

NUCs
Nexus Usage Credits

Platform utility credits for AI services: synthesis generation, sandbox compute, API calls, premium exports. Allocated through subscription tiers, purchasable as top-ups, or earned through high vCredit conversion.

Research Production Pathways
Launch Your Own
Research Quests
Submit • Review • Replicate

Structured research tasks with clear deliverables. Submit a frontier brief, complete a peer review, replicate a flagged study. Earn pCredits on completion, vCredits on acceptance.

Reward: Credits + Reputation badges
Funded Bounties
Sponsor-Backed Research

Specific research questions with funding attached. Institutions post bounties, researchers compete to deliver. Escrow-protected payments, blind judging, public outputs.

Reward: Funding + vCredits + Recognition
Builds & Tools
Platform Infrastructure

Build tools, visualizations, integrations that serve the research community. Open source contributions, API extensions. Verified builds earn ongoing rewards when others use them.

Reward: Usage-based NUCs + Builder badges
Hackathons
Intensive Research Sprints

Time-bound intensive research events. 48-hour sprints, week-long deep dives, quarterly grand challenges. Team formation, mentorship, demo days, implementation pathways.

Reward: Prize pool + Team recognition
Services & Funding

Research Services & Funding Pathways

Comprehensive services for researchers, institutions, and funders. All revenue channels are compatible with Swiss Association (Verein) non-profit structure.

For Researchers — Funding & Resources
Multiple Pathways
Sponsored Bounties

Claim bounties posted by institutions. Escrow-protected payments, blind judging, public outputs. Browse active bounties or propose research direction to potential sponsors.

Quadratic Funding Rounds

Democratic funding allocation where small contributions are matched from sponsor pools. More contributors = higher matching multiplier. Quarterly rounds across all domains.

Institutional Grants

Partner foundations and agencies route grant programs through the platform. Standardized applications, transparent review, integrated deliverables tracking.

Challenge Prizes

Grand challenges with prize pools. Benchmark competitions, prediction tournaments, solution challenges. Winners share prizes based on performance ranking.

Expert Network

Monetize expertise through briefings, advisory sessions, expert testimony. Platform handles matching, scheduling, billing. Build ongoing funder relationships.

Data Licensing

License datasets, models, evidence cards through the marketplace. Platform handles distribution, provenance tracking, and payments. Ongoing revenue from artifacts.

For Institutions — Research Infrastructure Services
Enterprise Solutions
Commissioned Research

Connect with vetted researchers for specific analysis needs. Platform handles contracting, escrow, quality gates, and deliverable verification.

Benchmark-as-a-Service

Private cohort evaluation. Custom benchmark challenges for institutional research programs with scoring, robustness analysis, and comparative reporting.

Training & Certification

Methods certification, uncertainty quantification credentials, evidence synthesis training. Proctored assessments with recertification pathways.

Events & Convenings

Research summits, methods workshops, hackathons, webinars. Virtual and in-person programming integrated with GRF annual flagship week.

Data Partnerships

Curated dataset access, metadata catalogs, reference indexes. Institutional licenses with provenance tracking and integration support.

White-Label Deployment

License platform infrastructure for internal deployment. Governance-grade research workflow with your branding and access controls.

Subscription Plans

Platform Subscription Tiers

Progressive access from individual researchers to multi-institution consortia. Choose the subscription tier that matches your research needs and organizational requirements.

Subscription Plans — Basic to Leader
5 Tiers
Capability Basic Pro Business Enterprise Leader
Library Access Abstracts Full briefs Full + controlled Priority + archive Custom feeds
AI Credits (NUCs/month) 10 100 1,000 10,000 Custom pool
Sandbox Compute 2 hr/mo 20 hr/mo Unlimited Dedicated
Quest Creation Join only Propose Create Sponsor Design programs
Bounty Access View Claim Post Featured Priority matching
Hackathon Participation Join Join + mentor Host Sponsor Design
Funder Matching Basic Priority Dedicated White-glove
API Access 1K calls/mo 50K calls/mo Unlimited Dedicated
Council Participation Observer Committee Voting member
Institutional Subscriber Benefits
Volume Discounts
Volume Discounts
Multi-Seat Savings

10+ seats: 15% discount • 25+ seats: 25% discount • 50+ seats: 35% discount • 100+ seats: 45% discount • Consortium pricing for multi-institution agreements.

Private Workspaces
Exclusive Features

Dedicated private research workspaces • Internal-only dockets and briefs • Custom branding options • Single sign-on (SSO) integration • Admin dashboards with usage analytics.

Dedicated Support
Priority Access

Dedicated account manager • Priority technical support • Custom onboarding programs • Quarterly business reviews • Direct access to platform roadmap discussions.

Custom Integrations
API & Data Feeds

Custom API endpoints • Real-time data feeds to internal systems • White-label deployment options • Integration with internal knowledge management • Dedicated compute allocation.

Event Access
Flagship & Workshops

Priority registration for GRF flagship events • Complimentary workshop passes (scaled by tier) • Exclusive institutional roundtables • Speaking opportunities at research summits.

Bounty Sponsorship
Research Commissioning

Streamlined bounty posting workflow • Featured placement for sponsored research • Dedicated matching with qualified researchers • Impact reporting and outcome tracking.

Council Subscriber Benefits
Exclusive Access
Automatic Tier Upgrade
Council Discount

GRF Council subscribers receive automatic upgrade to next subscription tier at their current rate. Affiliate → Pro features • Fellow → Business features • Patron → Enterprise features.

NUC Bonus Allocation
+50% Monthly Credits

Council subscribers receive 50% bonus NUCs on top of their tier allocation. Use additional credits for AI synthesis, benchmark runs, and premium research tools.

Controlled Library Access
Exclusive Content

Access to controlled research outputs, pre-publication briefs, and restricted docket materials. Early access to frontier research before public release.

Committee Participation
Research Governance

Eligible to join Research Platform committees and working groups. Shape research priorities, evaluation standards, and domain-specific agendas.

Priority Funder Matching
Enhanced Visibility

Council subscribers receive priority visibility in funder matching algorithms. Direct introductions to aligned institutional funders and research sponsors.

Flagship Event Access
VIP Treatment

Complimentary passes to GRF annual flagship week • Reserved seating at plenary sessions • Access to closed-door council roundtables • Networking priority with global leaders.

Council Integration

Participating Councils

Research Platform connects to six GRF councils, enabling cross-sector collaboration and ensuring research flows into governance action.

Research Engagement by Council
6 Councils
State & Gov

National risk intelligence, public policy

Academia

Methods standards, replication leadership

Media & CSO

Public communication, trust metrics

Industry

Applied research, operational benchmarks

Community

Local knowledge, ground-truth

Leadership

Strategic oversight, agenda priorities

Nexus Ecosystem

De-Risking Chain

Research Platform is the evidence engine of the Nexus ecosystem. Our outputs flow into policy shaping, governance decisions, capital allocation, and coordinated action.

How Platforms Connect
7 Platforms
Foresight
What's coming
Research
Labels uncertainty
Policy
Shapes options
Governance
Makes decisions
Capital
Makes fundable
Diplomacy
Aligns actors
Innovation
Creates patterns
Platform Integrity

Boundaries & Controls

What we do NOT do. These boundaries are non-negotiable and ensure research integrity under Swiss Association governance.

Non-Executing Perimeter
Hard Boundaries
No vendor endorsements No procurement steering No deal terms No roster disclosure No silent edits No paid agenda placement No underwriting No operational dispatch
Get Started

Subscribe to the Research Platform

Start contributing to global de-risking. Submit research, claim bounties, connect with funders, and build reputation in the world's premier risk research infrastructure.