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pikum06/README.md

⚡ Piyush Kumar | Quant Finance & AI Specialist ⚡


Floating Astronaut

🚀 ABOUT & RESEARCH FOCUS

WIPO Patent Holder • Independent Quantitative Researcher

🏥 Healthcare & Household Economics

"Formulating multi-stakeholder equilibrium models and structural default frameworks, aligning value-based precision capitation incentives while quantifying household financial risks under digital search frictions."

📈 Quant Finance & Market Microstructure

"Translating behavioral observations, such as the 'Experience Effect'—into programmatic circuit breakers that preserve institutional solvency during periods of acute market panic."
  • 🏥 Healthcare & Household Econ: Multi-stakeholder precision capitation equilibrium models, digital rental search mortgage risk indicators, and health capital accumulation dynamics.
  • 🔐 Web3 & Cryptography: TEE-isolated biometric salt generation (WIPO PCT/IB2026/058453), cross-chain $SECP256k1$ key derivation, and TensorFlow-GNN bytecode auditing.
  • ⚡ Quantitative Modeling: Bio-signal risk dampening, physiological stress ($RMSSD$) proxies, and Behavioral Volatility Index ($BVI$) mechanics.

🔬 Active Workbench & Current Experiments

  • ⚡ Bio-Signal Circuit Breakers: Fine-tuning $RMSSD$ physiological stress thresholds against high-frequency crypto market crashes to automate leverage dampening ($10\times \rightarrow 1\times$).
  • 🛡️ BPF Bytecode Risk Scoring: Extracting directed control-flow graphs (CFGs) from compiled Rust/Solana binaries for real-time TensorFlow-GNN vulnerability detection.
  • 📈 Microstructure & Experience Effect: Calibrating smooth-decay exponential functions that map historical economic traumas against real-time order flow volatility.

⚙️ Multi-Disciplinary System Flow

graph LR
    subgraph P1 ["🔐 Biometric Cross-Chain DID Engine"]
        direction TD
        A1[FaceNet 512d Embedding] --> B1[Hardware Enclave Salt Generator] --> C1[TEE SECP256k1 Key Derivation]
    end

    subgraph P2 ["🤖 GNN Smart Contract Auditor"]
        direction TD
        A2[Solana BPF Bytecode] --> B2[Control-Flow Graph Extraction] --> C2[TensorFlow-GNN Risk Score]
    end

    subgraph P3 ["⚡ Bio-Signal Trading Circuit Breaker"]
        direction TD
        A3[Market Volatility / VIX] & A4[Biometric Telemetry / RMSSD] --> B3[Cortisol-Beta & Decay Engine] --> C3[Dynamic Leverage Scaling]
    end

    %% Force Left-to-Right horizontal ordering across the 3 subgraphs
    P1 ~~~ P2 ~~~ P3

    %% 🟡 1st: Biometric Cross-Chain DID Engine (Yellow)
    style A1 fill:#eab308,stroke:#000,color:#000
    style B1 fill:#eab308,stroke:#000,color:#000
    style C1 fill:#eab308,stroke:#000,color:#000

    %% 🟢 2nd: GNN Smart Contract Auditor (Green)
    style A2 fill:#14f195,stroke:#000,color:#000
    style B2 fill:#14f195,stroke:#000,color:#000
    style C2 fill:#14f195,stroke:#000,color:#000

    %% 🔵 3rd: Bio-Signal Circuit Breaker (Blue)
    style A3 fill:#3b82f6,stroke:#fff,color:#fff
    style A4 fill:#3b82f6,stroke:#fff,color:#fff
    style B3 fill:#3b82f6,stroke:#fff,color:#fff
    style C3 fill:#3b82f6,stroke:#fff,color:#fff
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📊 Benchmarks & System Metrics

Research Pillar Key Metric / Metric Indicator Execution / Proof-of-Concept
Biometric Cross-Chain DID $D_{\text{cosine}} < 0.60$ CLAHE + 512-d FaceNet vector extraction in isolated TEE enclaves
Biological Circuit Breaker Avg Coupling: 0.03 (Orthogonal Signal) Proven independence between bio-stress indicators & market volatility
Behavioral Volatility (BVI) Extended Solvency Runway Dynamic fee adjustment backtested against 2022 Terra-Luna collapse
Smart Contract Auditor Instant Binary-to-Graph Approval Raw machine code parsing into NetworkX directed logic graphs
Behavioral Microstructure Smooth-Decay Risk Mapping Dynamic hedge ratio calibration matching order flow volatility against "Experience Effect" biases

📦Production Repositories & Research Codebases

🛠️ Tools & Technologies

Domain Technologies & Infrastructure
Languages & Core Systems Python    Rust    R    Linux
AI, ML & Econometrics TensorFlow    Scikit-Learn    OpenCV    Pandas    NumPy
Blockchain & Web3 Solana    Ethereum
Analytics & Dev Tools VS Code    Git    Tableau    Jupyter

📊 GitHub Streak Telemetry

GitHub Profile Stats GitHub Streak Telemetry

Pinned Loading

  1. biometric-did-engine biometric-did-engine Public

    Hardware-Enclave Biometric Salt Generator & Risk-Adaptive Cross-Chain Identity Engine. WIPO Patent Pending (PCT/IB2026/058453). TEE hardware salting, zero-leakage cross-chain key derivation, and AI…

    Python 1

  2. hormone-responsive-smart-portfolio hormone-responsive-smart-portfolio Public

    Interactive visual analytics dashboard and evaluation suite for bio-signal-driven portfolio risk management, backtest execution logs, and market stress indicators.

    Python

  3. gnn-smart-contract-auditor-demo gnn-smart-contract-auditor-demo Public

    Public demonstration interface and vulnerability scanner for GNN-based smart contract auditing, featuring static risk detection and Solana Anchor safety registry integration.

    Python

  4. risk-adaptive-stablecoin-bvi-demo risk-adaptive-stablecoin-bvi-demo Public

    Analytical research suite and backtest datasets for a Behavioral Volatility Index (BVI) driven stablecoin framework, modeling solvency and trauma mitigation during systemic crypto market crashes.

  5. behavioral-microstructure-matching-engine-demo behavioral-microstructure-matching-engine-demo Public

    Analytical framework and visual execution suite evaluating high-frequency market microstructure, limit order book matching matrices, and behavioral liquidity dynamics.

    Python