Portfolio

Nine projects across AI & ML, quant finance, security, and development — open-source frameworks, published simulation research, and client work with the numbers attached. Every card links to a full case study.

Portfolio

Selected Work

Filter by practice area, or open any project for the full case study — problem, approach, and measured outcome.

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AASTF — Agentic AI Security Testing Framework
AI Security

AASTF — Agentic AI Security Testing Framework

Open-source security testing for AI agent systems — model, tools, memory, and planning loops, not just prompts. 130+ built-in attack scenarios mapped to the OWASP Top 10 for Agentic Applications, sandboxed tool backends, a LangGraph adapter with experimental CrewAI, OpenAI Agents, and PydanticAI adapters, 25 MCP security scenarios, SARIF output for CI/CD, and EU AI Act readiness scoring.

Open Source · MIT
OWASP Agentic Top 10130+ Attack ScenariosCI/CD SARIF
qufin — quantum-enhanced quantitative finance framework
Quant Finance

qufin — quantum quantitative finance framework

Open-source framework for quantum-enhanced quantitative finance: 159 modules, 14 subpackages, and 11 backends from Qiskit to D-Wave. Every quantum algorithm ships alongside the best classical solver for head-to-head benchmarking — QAOA and VQE portfolio optimization, six QAE option-pricing variants, quantum VaR via HHL, and 8 error-mitigation strategies. Install with pip install qufin.

Open Source
Quantum ComputingPortfolio Optimization11 Backends
NIFTY derivatives quant stack
Quant Finance

NIFTY derivatives quant stack

Probabilistic expiry and volume models for NIFTY derivatives, validated with Brier score and MSE. Trading volume scaled at 124% CAGR to ₹440+ crore in total.

Quantitative Research
High-Frequency ModelsProbabilistic ForecastingModel Validation
Global economy and supply chain simulation engines
AI & ML

Global economy & supply chain simulators

A 23M-parameter H-MLP simulating 155 economies and 45 sectors — outperforming VAR-X, DSGE, and Transformer benchmarks by 30% over 12-quarter forecasts — plus a 25-module supply chain simulator processing 1.2M IoT signals a day: service levels at 97–98%, stock-outs down 40%, logistics cost down 11.2%, MAPE down 44%. The methodology is published in two books; the H-MLP results are published research.

Published Research
Deep Neural NetworksSimulation EnginesPublished Books
SegMark retargeting engine
AI & ML

SegMark retargeting engine

RFM segmentation and XGBoost propensity models across 120k customers. Repeat purchase rate lifted to 28.5% (+11.2 pp), with incremental revenue landing within 6 weeks.

Retail Client
XGBoostCustomer SegmentationRevenue Growth
BoardroomGPT CXO scenario training platform
Development

BoardroomGPT

GPT-4 paired with a finance simulator to replicate CXO decision scenarios for case and interview training. Shortlist rates up 22%, case-answer scores up 48%, adopted by 120+ MBA users.

EdTech Product
GPT-4Finance SimulatorProduct Build
HireFit hiring prediction model
AI & ML

HireFit

Logistic-regression hiring model trained on 4 years of talent data. On-target hires reached 83% (+15 pp), with the mis-hire rate cut by 41%.

People Analytics
Logistic RegressionTalent DataHiring Accuracy
aiguard — portable security harness for CLI coding agents
AI Security

aiguard — security harness for CLI coding agents

A portable security harness for CLI coding agents, written in Rust as an 11-crate workspace. It sits between the agent and the local system, intercepting tool calls with layered checks: prompt-injection detection (80+ rules with zero-width Unicode and base64 payload checks), secret redaction (52 gitleaks-compatible patterns with entropy gating), MCP tool pinning with SHA-256 pins and rug-pull alerts, shell/path deny rules, tamper-evident audit logging, and a session-replay TUI. Supports 8 agents including Claude Code, Codex CLI, Gemini CLI, Aider, and Goose.

Open Source · Apache-2.0/MIT
RustPrompt-Injection DefenseMCP Security
plotkit — pure-Rust plotting library
Development

plotkit — pure-Rust plotting library

Publication-quality plots in three lines of Rust. A pure-Rust plotting library with 16 chart types, PNG/SVG/PDF output, and a matplotlib-familiar API — a pyplot facade on top of a Figure/Axes model. Ships 7 themes, 14 perceptual colormaps, first-class Polars and ndarray integration, a WASM/canvas backend, and an embedded font for deterministic rendering, with no GPU or system dependencies. Dual-licensed MIT/Apache-2.0.

Open Source
Rust16 Chart TypesWASM

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