Data NLP Engine
Continuous extraction of market sentiment and institutional narratives from unstructured data.
AI-NATIVE FINANCIAL ARCHITECTURE
The Institutional Multi-Agent OS for Financial Decision Intelligence
Engineering an AI-native hedge fund. Deploying complex agentic workflows and deterministic protocols to deliver transparent, anti-hallucination systems for predictive analytics and end-to-end financial decision making.
GLOBAL ORCHESTRATION HUB
Graph-Based Agentic Runtime
Synchronizes concurrent agent streams and enforces cross-validation for deterministic execution.
routing
checks
sync
LAYER 01: PERCEPTION
Analytics Core
Multimodal data normalization
Unified State Fabric
LAYER 02: REASONING
Decision Core
Deterministic strategy synthesis & risk validation
Synchronized Logic Stream
LAYER 03: ACTION
Execution Engine
High-precision Execution & Smart liquidity routing
Verified Execution Stream
Data Ingestion
Social Sentiment
Financial NLP
Market Microstructure
Global Macro Feeds
On-Chain Metrics
Output Entities
Predictive Vectors
AI Advisory Node
Automated Risk Control
Zero-Touch Execution
Dynamic Capital Allocation
UNIFIED_WORKSPACE // LOGIC_CONTROL
The institutional management loop in a unified interface.
Abandon fragmented legacy infrastructure. VANGA consolidates predictive analytics, sentiment extraction from alternative data, and deterministic decision-making into a single secure ecosystem.
PLATFORM_CAPABILITIES // KEY_SOLUTIONS
The intelligence solutions for autonomous decision-making.
Predictive Alpha Generation
Advanced analysis and proactive detection of micro-trend shifts
Dynamic Capital Allocation
Latency-optimized portfolio rebalancing driven by intelligence strategies
Institutional Risk Overlay
Built-in cross-validation and strict drawdown protection with automated circuit breakers
Zero-Touch Execution
End-to-end trade routing with zero human intervention and ultra-low latency
LLM-Native Intelligence
Transparent and mathematically verifiable logic for every financial directive
CORE_SOLUTION // NATIVE_FINANCE_LAYER
Proprietary LLM & AI-Native Orchestration Layer for Finance
Parallel Multi-Agent Architecture
Specialized agents analyze data and synthesize logic in strict parallel. This asynchronous framework eliminates latency, compressing complex multi-agent reasoning into instant, synchronized decision-making.
[Layer 01] NLP Perception Agents | Status: Streaming
[Layer 02] Risk Topology Agents | Status: Computing
[Layer 03] Smart Execution Agents | Status: Active
Decision
Deterministic Cross-Validation
Independent agents mutually cross-verify every hypothesis using strict deterministic financial algorithms. This multi-node consensus protocol neutralizes AI hallucinations before any decision directive is formed.
Logic Agent A
Logic Agent B
Logic Agent C
[ Strict Consensus Protocol ]
[ Nullified: Hallucination detected ]
[ Verified: Institutional directive ]
Full-Cycle Traceability
Comprehensive logging across the entire pipeline—from raw data perception and strategy synthesis to final execution. Every AI action is fully traceable, explainable, and compliant with external financial audit standards.
[PERCEPTION]
[REASONING]
[ACTION]
{
"trace_id": "0x8f4b...9a21",
"layer_01_perception": "sentiment_verified",
"layer_02_reasoning": "cross_validated_alpha",
"layer_03_action": "zero_touch_executed",
"audit_status": "deterministic_match"
}SYSTEM_EVOLUTION // SELF-LEARNING_PIPELINE
Autonomous learning cycle: continuous algorithmic evolution.
An embedded feedback loop autonomously retrains models based on the empirical outcomes of prior decisions. This architecture guarantees systematic evolution in highly volatile environments.
feedback collection
Predicted vs. Actual
Optimized Weights
Validation Gateway
Parallel Retraining & A/B Testing
[ Discard: Below Threshold ]
Automated Validation
Every algorithmic update passes through strict accuracy thresholds and A/B testing before live deployment.
Continuous Optimization
Constant delta analysis between forecasts and actual market execution dynamically adjusts model weights 24/7.
Zero-Downtime Deployment
The architecture evolves autonomously, integrating optimized models without operational interruption or human intervention.
PRODUCT_ARCHITECTURE // DEPLOYMENT_MODELS
Adaptive deployment architectures for any institutional infrastructure.
B2B PaaS
Vanga Enterprise
All-in-One API and infrastructure layer for funds with their own IT ecosystem.
Direct Gateway
Low-latency access to AI sentiment, predictive analytics, and risk frameworks through a single endpoint.
On-Premise
Secure installation and autonomous operation entirely within the client's private IT infrastructure.
Model customization
Algorithmic customization of AI nodes to align with fund-specific strategies.
B2B SaaS
Vanga Professional
Cloud Workspace
Fully featured, secure cloud environment for immediate onboarding to analytics and intelligence decisions.
Turnkey Infrastructure
Instant access to data visualization and decision dashboards without client-side engineering.
No-Code Orchestration
Intuitive, visual control over AI algorithms and strategy parameters without touching the codebase.
Web-Native
Institutional-grade security and full system access via a web-native interface from anywhere in the world.
OPERATIONAL_CORE // LEADERSHIP
System Architects: Synergy of technology and capital.
Institutional-grade technical and financial expertise.
Gleb Shoykhet
Founder / Architect
Intel and NVIDIA R&D departments
High-load systems architecture.
Harvard University
Master of Science in Computer Science.
Dimitri Blonsky
Founder / Business Strategy
20+ years of expertise
In large-scale business management.
Strategic investor
In scalable technology projects.
Strategic Partner
A partnership with the international IT holding Instinctools
STRATEGIC_EXPANSION // PATH_TO_SERIES_A
The path to leadership in AI-native finance.
1-6 mo
Foundation & R&D
Current stageFormation of the R&D core, initiation of security audits, and preparation for the pilot launch.
6-12 mo
B2B Pilots
First B2B pilots, API integration with traditional brokers, and launch of on-chain analytics for Web3.
12-18 mo
Institutional Release
RegulatedFull terminal release for institutions. Filing for financial licenses (Broker-Dealer / RIA).
18-24 mo
Merging TradFi & DeFi
Integration of tokenized assets (RWA) and full compliance under SEC and MiCA. Merging TradFi and DeFi into a single legal framework.
Become a strategic partner of
VANGA AIVANGA EnterpriseVANGA Professional
Request access to explore the live infrastructure with validated algorithms and our production-grade execution environment
Direct inquiries: team@neurolab.it.com
