Selected Systems
These are not projects. They are systems designed to operate under real-world constraints.
Each system integrates:
generation (AI), validation (simulation), execution (real-time infrastructure), and learning (feedback loops).
I don't build AI features.
I design systems that decide, validate, and execute.
Multi-agent reasoning systems and model orchestration
Backtesting, simulation, and deterministic constraints
Real-time pipelines with enforced risk and state control
Memory, feedback loops, and continuous improvement
Generate
Multi-agent reasoning systems and model orchestration
Validate
Backtesting, simulation, and deterministic constraints
Execute
Real-time pipelines with enforced risk and state control
Learn
Memory, feedback loops, and continuous improvement
Systems
Core Systems
Orqis
Validation-First Decision Infrastructure
A simulation-first system for generating, validating, and executing strategies.
- ▸Closed-loop system (Generate → Validate → Execute → Learn)
- ▸Deterministic validation pipelines with reproducible backtests
- ▸Discrepancy detection between predicted and real execution
- ▸System-wide parity between simulation and live behavior
Outcome
Enforces validation before capital deployment.
KEK Terminal
AI-Native Interface System
A multi-agent system where AI generates, validates, and renders decisions in real time.
- ▸Multi-agent orchestration with tool-based reasoning
- ▸genUI system (AI dynamically generates UI components)
- ▸Memory-aware agents (vector-based retrieval)
- ▸Real-time data + validation integration
Outcome
AI outputs are structured, contextual, and actionable — not just text.
CakeMix
Multi-Agent Orchestration Pipeline
A structured pipeline for transforming market data into validated strategies.
- ▸Multi-stage agent pipeline (regime → narrative → assets → strategy)
- ▸Multi-model competition with backtest ranking
- ▸MCP-based orchestration (tool-driven execution)
- ▸Feature-flagged migration from frontend → distributed system
Outcome
Strategies are ranked by performance, not model output.
Trading Execution Engine
Real-Time Strategy Infrastructure
A backend system for executing and managing trading strategies.
- ▸Real-time condition evaluation and order lifecycle management
- ▸Risk controls (trailing stops, partial exits, cooldowns)
- ▸Concurrency-safe execution across strategies
- ▸Deterministic alignment with backtesting logic
Outcome
Execution behavior matches simulation, enabling reliable validation.
Architecture
System Architecture
The systems I build operate across four layers:
Most systems fail at the boundaries between these layers.
I design for those boundaries.
Generation
Multi-agent reasoning, model orchestration, and structured proposal systems.
Validation
Simulation, backtesting, deterministic constraints, and confidence scoring.
Execution
Real-time pipelines, risk enforcement, state management, and order lifecycle.
Learning
Predicted-vs-actual comparison, feedback loops, and continuous model improvement.
Evidence
System Artifacts
System-level flows, boundaries, and orchestration maps
Examples of generated, ranked, and validated strategies
Validation metrics, comparisons, and decision thresholds
Multi-agent reasoning, tool use, and execution paths
Interfaces created dynamically by AI systems
Previous Work
Design & Product Systems
AI-Integrated Platforms
LLM orchestration in production environments with validation layers and graceful degradation.
Brand Systems & Product Design
Comprehensive identity architecture, packaging, pitch decks, and go-to-market systems for 10+ companies.
Web Applications
Full-stack production platforms with authentication, payments, and real-time data.
UI / UX Design
Interface design, design systems, and component architecture.
If you're building something that needs to work—not just ship—let's talk.
I work best with founders, teams, and companies building systems where correctness, reliability, and long-term learning matter.
Let's Talk
The Right Build Starts
With the Right Conversation.
I work best with founders, teams, and companies who value depth over shortcuts. If you're building something that needs to hold—not just ship—I'd like to hear about it.
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