EST. 2025 — Hong Kong

Quantifying
Market Uncertainty.

We architect production-grade systems for volatility control and derivatives execution. Pure research and technology development for complex market regimes.

Proprietary Models • Surface Aware • Real Time

Technological Core

We operate at the intersection of quantitative finance and software engineering, building robust infrastructure for risk measurement.

Risk First

Risk management is not a post-trade process but a pre-trade constraint. Our systems are designed to be adaptive across volatility surfaces.

Focus Areas

Systematic capabilities.

Volatility Modeling

Stochastic volatility models for portfolio risk management and correlation analysis, supporting treasury management and financial reporting requirements.

Risk Infrastructure

Building real-time portfolio monitoring and risk pipelines for volatility exposure.

Licensing

Providing volatility estimation and correlation modeling tools to corporate treasuries and institutional portfolio managers.

Engineered for Precision.

Our approach emphasizes rigorous statistical validation over qualitative judgment. We view risk management as a data processing problem, where accuracy comes from analyzing market microstructure patterns.

  • Multi-asset correlation modeling
  • Tail-risk hedging frameworks
  • Volatility regime-change detection for risk reporting
init_sequence(mode="prod")
Loading volatility surface parameters...
Calibrating SABR model... DONE
Checking risk limits... PASSED
monitor_stream --active
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Necessity Computing

Advanced research and technology for financial markets.

Hong Kong

DISCLAIMER: Necessity Computing is a technology research and software development firm. We are not a hedge fund, investment adviser, broker-dealer, or financial institution. The company does not manage third-party capital, does not solicit investments, and does not provide investment advice or recommendations regarding any security or derivative product. All systems and intellectual property described herein are for research, development, and proprietary use or licensing purposes only. Past performance of any model is not indicative of future results.

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