Quant Research Platform
A production-scale quantitative research platform demonstrating Vyuh's power: 10TB of financial data made accessible to AI agents through 30+ governed capabilities.
See It In Action →Making terabytes of financial data AI-accessible
Quantitative research platforms face a unique challenge: massive amounts of complex, time-series financial data that needs to be queried, transformed, and analyzed in sophisticated ways. The data spans multiple domains, each with their own schemas, access patterns, and quality requirements.
Data Complexity
- →Tick-level stock data (sub-second granularity)
- →Options chains with Greeks
- →Fundamental data (financials, ratios)
- →Technical indicators
- →Earnings calendars and transcripts
- →News and sentiment data
Access Requirements
- →Role-based access (analysts vs. traders)
- →Rate limiting on expensive queries
- →Audit trail for compliance
- →Schema validation to prevent errors
- →Smart routing to optimal data sources
- →Cost-aware query planning
Vyuh's capability layer
Using Vyuh's component algebra, we defined 30+ capabilities spanning all data domains. Each capability is typed, validated, and governed—making 10TB of data safely accessible to AI agents.
Zero agent rewrites as the system grew
The key insight: as capabilities were added, the AI agent automatically discovered and used them. No code changes. No retraining. The agent simply became more powerful.
What we learned
Capability abstraction works
The agent doesn't need to know about parquet files, database schemas, or API endpoints. It just sees capabilities.
Constraints enable smart routing
The domain layer routes requests to the best source based on timeframe, cost, and latency constraints.
Role-based discovery is powerful
Junior analysts can't even see proprietary capabilities. They don't know to ask for what doesn't exist for them.
Validation prevents disasters
Schema validation catches malformed queries before they hit the database. No more cryptic SQL errors.
Want similar results?
Let's discuss how Vyuh can make your software AI-accessible.