Research & Publications

Simulating the Entire World Economy with Multilayer Perceptrons

ISBN: 979-828080999-4

The world-economy simulation work — how a hierarchical multi-layer perceptron architecture can model the interacting economies and sectors of the entire globe.

Creating a Simulation of an Entire International Supply Chain Using Multi-Layer Perceptrons

ISBN: 979-828041476-1

The methodology behind the 25-module supply chain simulator — modeling an international supply chain end to end with deep neural networks.

AASTF — Agentic AI Security Testing Framework

A Python framework for security-testing AI agent systems — the model plus its tools, memory, and planning loops, not just prompts. Ships with 130+ built-in attack scenarios mapped to the OWASP Top 10 for Agentic Applications, VULNERABLE / REFUSAL_ECHO / SAFE verdicts, sandboxed tool backends with no side effects, a LangGraph adapter plus experimental CrewAI, OpenAI Agents, and PydanticAI adapters, 25 MCP security scenarios, SARIF output for CI/CD, and EU AI Act readiness scoring. MIT licensed.

qufin — Quantum-Enhanced Quantitative Finance

An open-source framework where every quantum algorithm ships alongside the best classical solver for head-to-head benchmarking: 159 modules, 14 subpackages, and 11 backends including Qiskit, PennyLane, Cirq, Braket, CUDA-Q, D-Wave, IonQ, and Quantinuum. Covers portfolio optimization (QAOA, VQE, annealing vs Mean-Variance, Black-Litterman, HRP), option pricing with six QAE variants vs Black-Scholes and Monte Carlo, quantum VaR via HHL, and eight error-mitigation strategies. One command away: pip install qufin.

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 your 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 — dual-licensed Apache-2.0/MIT.

plotkit — Pure-Rust Plotting Library

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

adarshLang — A Hinglish Programming Language

A Hinglish-flavoured programming language built for fun demos and workshops, with keywords like badlo (variables), dikhao (print), and agar/warna (if/else). The full pipeline — lexer, parser, semantic analyzer, and interpreter — is written in Python, with a REPL and a live Flask web playground.