XAUUSD scalping system with ML-driven execution

A 10-layer autonomous trading architecture for gold scalping on 5m–15m timeframes.

• Regime Detection — Real-time market state classification
• ML Ensemble — LightGBM + CatBoost with isotonic-calibrated meta-learner
• ATR-Adaptive Trailing — Dynamic stop-loss and take-profit
• Kelly-Fractional Sizing — Optimal position sizing per trade
• Circuit Breakers — Portfolio-level risk management with heat caps
• Drift Detection — ADWIN + DDM + KS test triggers auto-retrain

Dynamic model selection for optimal AI responses

Routes each user request to the best AI model instead of locking into one assistant. Model choice becomes dynamic and performance-driven.

• Query Classification — Categorizes prompts by complexity and domain
• Benchmark-Based Routing — Selects optimal model per task
• Context Handoff — Continuity across model switches
• Performance Tracking — Logs and compares model outputs

Real-time GPT voice interaction on iOS

Native iOS app for live voice conversations with GPT-4 through a custom WebSocket backend.

• Real-time voice-to-text-to-voice pipeline
• Custom WebSocket backend for low-latency streaming
• Bespoke design system with hand-crafted visual identity
• Native Swift UI with smooth state transitions

AI-powered music analysis & smart playlist generation

MCP server giving Claude deep access to Apple Music — taste profiling, adaptive recommendations, and smart playlist generation.

• Library Analysis — Scans listening data for taste profiling
• Attribute Matching — Maps track characteristics to preferences
• NLP Playlists — Natural-language request parsing
• MCP Architecture — Integrates with Claude and agentic workflows

CFD simulation & race car aerodynamic development

Full aerodynamic development pipeline for a miniature F1 car — CFD simulation, mesh generation, and wind-tunnel validation.

• OpenFOAM — snappyHexMesh + simpleFoam for external aero
• ANSYS Fluent — Comparative CFD validation
• Rhino 3D — Geometry modeling and surface prep
• Drag reduction and downforce optimization

Vision AI chart analysis with strategy presets

Dashboard for AI-powered trading analysis — feed it a chart screenshot, get back structured trade decisions with risk levels and triggers.

• Chart → Analysis Pipeline — Vision AI interprets screenshots into trade plans
• Strategy Presets — Templates for different market conditions
• Persistent History — Pattern review across past analyses
• Structured Output — Risk levels, triggers, execution frameworks