Scientific Analytics Alliance
How It Works
A decentralized data pipeline with microservice architecture and a 22-agent AI orchestration
layer. Data flows from Sensor Nodes through RabbitMQ event bus to the ARIN Council, where Confidence-Reliability
Weighted Mean consensus produces a single explainable verdict. Six production modules on dedicated domains —
each independently deployable, horizontally scalable, GPU-accelerated.
PUBLIC · OPERATIONAL WORKFLOW · REV 2026-Q1
Live Access
Production Modules
Live
Public entry points to the production ecosystem. Each module operates on a dedicated domain with
independent infrastructure, data pipelines, and monitoring. Read-only analytical access — no authentication
required for evaluation.
Technical Verification
Architecture documentation, research papers, open-source components, and team credentials. All reviewable
without modals — direct URLs for institutional due diligence.
Operational Pipeline — 6 Stages
1
Discover & Route
Module Selection
Operator selects the appropriate analytical domain from seven production modules: Global Risk
Intelligence (geophysical-financial bridge, 280-factor stress), Risk Analyzer (portfolio quant), ARIN
(22-agent council), Investment (equity research), Crypto (digital asset analytics), News (narrative
intelligence), or KOKON (company control plane). Each module operates on a dedicated domain with isolated
infrastructure — no shared single points of failure.
2
Ingest & Normalize
Data Acquisition
Sensor Nodes (Bounded Context microservices) ingest heterogeneous data streams: market feeds (yfinance,
SEC EDGAR), on-chain analytics, multilingual news, geospatial data (USGS, FEMA), macroeconomic indicators
(World Bank, IMF), sanctions lists (OFAC), and cyber threat intelligence (CISA KEV). Raw data is compiled
into JSON, cached in local Redis for O(1) retrieval, serialized into Pydantic ReportEvent contracts, and
published to the RabbitMQ event bus (reports_queue).
3
Quantitative Analysis
Compute Engine
GPU-accelerated analytical pipeline: VaR/CVaR computation, Monte Carlo simulations (10K–100K paths via
cuDF), multi-factor stress testing, PCA-based factor decomposition, portfolio optimization (CVXPY), and
backtesting frameworks. Graph Neural Networks (PyTorch/CUDA) for systemic risk network propagation
detection. AI Service layer provides NIM inference and RAG for contextual enrichment of quantitative
outputs.
4
AI Orchestration
ARIN Council of 22
The orchestration brain (Service 6). Async consumer pulls ReportEvent from the event bus with
prefetch_count and asyncio.Semaphore for RAM/API protection. Hard Routing dynamically prunes the agent
graph — crypto reports skip Physical Asset, Supply Chain, and Insurance agents to prevent hallucination.
22 specialized agents analyze the report simultaneously. Final score computed via Confidence-Reliability
Weighted Mean (not averaging). Zero-Outcome Freeze blocks weight recalculation when actual_outcome = null,
preventing self-reinforcing reliability inflation. Dual-Publish delivers verdict to author (Reply-To
queue) and audit log (all_verdicts_queue).
5
State Stitching
Verdict Delivery
When a Sensor Node receives the VerdictEvent from RabbitMQ, it locates the original report in Redis (O(1)
access), mutates it by injecting council_verdict with full Audit Trail (consensus score, individual agent
scores, dissent flags, confidence intervals), and transitions the internal state machine from
WAITING_FOR_COUNCIL → APPROVED or REVISION. WebSocket event fires for instant UI update — zero polling.
Output: single explainable verdict (BUY/SELL/HOLD/AVOID) with institutional-grade transparency.
6
Fault Tolerance & Scale
Infrastructure Resilience
Graceful Degradation: LLM timeout or 429 errors return empty objects, not HTTP 500. Orchestrator computes
partial consensus from available agents and flags requires_human_review. Tenacity with exponential backoff
for API rate limiting. Horizontal scalability: 100× Sensor Node containers + 10× Orchestrator containers —
RabbitMQ Round-Robin load balancing. NVIDIA NIM API, NeMo Guardrails for safety compliance.
Docker/Kubernetes deployment with CI/CD pipelines. 99.8% uptime SLO.
Platform Showcase
Interactive preview of production
modules. Click a module to view its interface.
Module 01
Global Risk Intelligence
CesiumJS Globe · 280-Factor Stress
Module 02
Risk Analyzer
VaR/CVaR · Monte Carlo · Portfolio
Module 03
ARIN Geospatial
22-Agent Council · Decision Flow
Module 04
Investment Dashboard
Equity Research · Report Agent
Module 05
Digital Assets Analytics
On-Chain · Hard Routing
Module 06
News Analytics
RiskMirror · Impact Graph · NLP
Module 07
KOKON Control Company
OODA Loop · Governance · Voice AI
Command Workspace — Global Risk Intelligence production surface (March
2026)
Analytics View — Live risk intelligence console (March 2026)
Globe Overview — CesiumJS 3D globe with real-time risk heatmap overlay
Country Drilldown — 280-factor risk stress analysis with threat
decomposition
City Analysis — Urban risk profiling with enterprise-level assessment
Risk Comparison — Side-by-side city and country comparison with delta
analysis
Enterprise View — Digital twin infrastructure with zone-based placement
Cascade Analysis — Risk propagation modeling across interconnected
systems
Stress Testing — Multi-scenario stress analysis with NVIDIA PhysicsNeMo
Insurance Dashboard — Premium calculation with exposure mapping
Risk Report — Institutional-grade PDF with full factor attribution
Portfolio Dashboard — VaR/CVaR metrics with Monte Carlo confidence
intervals
Stress Testing — Multi-factor scenario analysis with historical replay
Monte Carlo Simulation — 10,000 path generation with distribution
analysis
Portfolio Optimization — CVXPY efficient frontier with constraint
modeling
Correlation Matrix — Asset cross-correlation with regime detection
Risk Decomposition — Factor-level attribution and contribution analysis
Risk Report — Automated institutional-grade PDF generation
Executive Dashboard — 22-agent council verdict with risk posture
overview
Risk Overview — Multi-dimensional threat assessment with severity
heatmap
Decision Flow DAG — Fan-out/fan-in decision graph with animated particle
flow
Impact Graph — NetworkX risk propagation with entity relationship
mapping
Sentiment Analysis — Real-time sentiment monitoring across data sources
Ecosystem Map — Entity interdependency visualization and cluster
analysis
Risk Treemap — Hierarchical risk categorization with proportional
severity
Sentiment Timeline — Historical event correlation and trend detection
G6 Deep Graph — Advanced network analysis with community detection
Flow Analysis — Risk cascade propagation and dependency mapping
Agent Council — 22 autonomous AI agents with consensus mechanism
Explainability — Full audit trail with factor attribution and confidence
scoring
Alert System — Proactive risk notifications and early warning triggers
Investment Dashboard — Stock screening with fundamental metrics and AI
scoring
Equity Analysis — Technical indicators with automated signal generation
Portfolio Tracker — Multi-asset tracking with real-time valuations
Report Agent — AI-generated institutional-grade equity research
Market Overview — Real-time crypto market dashboard with price tracking
On-Chain Metrics — Transaction volume and network activity analysis
Token Analysis — Fundamental metrics and tokenomics breakdown
DeFi Tracking — Protocol TVL monitoring and yield analysis
Whale Monitoring — Large transaction detection and wallet tracking
Hard Routing — Agent pruning for crypto-specific analysis pipeline
Crypto Portfolio — Multi-chain asset tracking and PnL analysis
Correlation Matrix — Cross-asset correlation and regime detection
Risk Assessment — Volatility modeling and drawdown analysis
Exchange Analysis — CEX/DEX volume comparison and liquidity depth
NFT Analytics — Collection tracking and floor price monitoring
Crypto Sentiment — Social media and news sentiment analysis
Staking Analytics — Validator performance and reward tracking
Derivatives — Futures and options market analysis with funding rates
Alert System — Custom price and on-chain activity triggers
Reporting — Automated crypto portfolio and tax reporting
News Analytics — Main dashboard with real-time news feed and sentiment
analysis
RiskMirror — Multilingual narrative intelligence with impact scoring
Impact Graph — Entity relationship mapping with propagation analysis
Sentiment Timeline — Event correlation and trend detection
Topic Analysis — NLP-powered topic clustering and keyword extraction
Source Intelligence — Media credibility scoring and bias detection
Alert System — Custom triggers and real-time market intelligence
notifications
KOKON Control — OODA loop, governance, voice AI (March 2026)
KOKON Control — OODA loop, governance, voice AI (March 2026)
KOKON Control — OODA loop, governance, voice AI (March 2026)
KOKON Control — OODA loop, governance, voice AI (March 2026)
KOKON Control — OODA loop, governance, voice AI (March 2026)
KOKON Control — OODA loop, governance, voice AI (March 2026)
KOKON Control — OODA loop, governance, voice AI (March 2026)
KOKON Control — OODA loop, governance, voice AI (March 2026)
Operational Demos
Production recordings from live
modules. All demos captured from public endpoints — no staging environments.
NVIDIA Inception
Google for Startups
AWS Activate
SAA Alliance platforms are built for analytics and research workflows.
They are not presented as individualized investment advice.
