LAB / ENGINEERING · AI · QUANT

Ideas into
working systems.

An evolving laboratory spanning Information Engineering, artificial intelligence, data and quantitative finance.

A working notebook for engineering, data and quantitative ideas. Move through the projects and change the systems directly.

LIVE PLAYGROUND / 001Change the inputs. Watch the system respond.
CONTROL / PID

Make stability
tangible.

Adjust the controller. The response is simulated live in your browser.

STEP RESPONSESTABLE
SETPOINT 1.00LIVE SIMULATION 60 FPS
SIGNAL / FFTTIME ↔ FREQUENCY
COMMLAB / QAM
AURELIUS / MONTE CARLO500 PATHS / LIVE
01 / ENGINEERING SYSTEMS

Signals.
Systems. Networks.

Interactive engineering software designed to make the mathematics visible, testable and tactile.

E01 · FLAGSHIP

CONTROL

Real-time control systems playground: PID tuning, dynamic response, state-space models, pole placement and LQR.

Control SystemsSimulationState Space
E02

SIGNAL

Time and frequency domains, Fourier transforms, convolution, sampling, aliasing and interactive filtering.

DSPFourierSignals
E03

COMMLAB

BPSK, QPSK and QAM communication simulator with noise, BER, eye diagrams and live constellation plots.

TelecommunicationsQAMBER
E04

CIRCUIT

Interactive RLC circuit simulator with transient response, resonance, frequency response and oscilloscope views.

ElectronicsRLCBode
E05

SPECTRUM

Audio intelligence workspace for FFT, spectrograms, filters, noise reduction and feature extraction.

Audio DSPFFTSpectrogram
E06

NETWORK

Packet-level network visualizer for routing, latency, congestion, packet loss and topology failures.

NetworksRoutingDijkstra
E07

SYSTEM ID

Estimate dynamic-system models from observed input/output data and compare predicted versus measured response.

System IdentificationControlML
E08

EMBEDDED

IoT telemetry system concept connecting sensor streams, device state, alerts and a real-time monitoring interface.

IoTTelemetryEmbedded
02 / AI & DATA

Models that
explain themselves.

Applied machine learning and data products with an emphasis on validation, explainability and usable interfaces.

A01 · FLAGSHIP

RiskLab

End-to-end educational credit-risk engine: synthetic data, WOE/IV, logistic regression and GBM, PD estimation, calibration, explainability and drift monitoring.

Credit RiskMLExplainability
A02 · FLAGSHIP

NEXUS

Document-intelligence pipeline using synthetic documents for extraction, cross-record validation, mismatch detection and confidence scoring.

AIDocument IntelligenceValidation
A03

SIGNAL AI

Machine learning meets signal processing: feature extraction, classification and visual model interpretation.

MLDSPClassification
A04

ATLAS

Interactive geospatial archive of 40 countries, journeys and media. without ratings or ranking places.

MapsData VizFull Stack
03 / QUANT & FINANCE

Markets as
systems.

Quantitative experiments spanning portfolio construction, market risk, derivatives and corporate finance.

Q01 · FLAGSHIP

AURELIUS

Portfolio engine with efficient frontier, risk parity, Black-Litterman, Monte Carlo, VaR/CVaR and walk-forward backtesting.

Quant FinanceOptimizationMonte Carlo
Q02

BLACKSWAN

Portfolio stress-testing engine for historical and synthetic shocks, drawdowns, risk contribution and correlation breakdown.

RiskStress TestingVaR
Q03

OPTIONLAB

Interactive derivatives lab for Black-Scholes, Monte Carlo pricing, Greeks and payoff surfaces.

DerivativesGreeksPricing
Q04

REGIME

Market-regime research interface exploring volatility states, correlations and regime-conditioned asset behaviour.

Time SeriesRegimesML
Q05

VALUATION

Interactive DCF engine with FCF, WACC, terminal value, scenario analysis and valuation sensitivity matrices.

Corporate FinanceDCFScenarios
Q06

MACRO

Global macro terminal concept connecting inflation, rates, FX, equities and yield curves through a geographic interface.