Models are Probabilistic. Your Orchestration Must Be Deterministic.
An LLM is a powerful engine, but it lacks boundaries. I architect the system layers that surround the model—connecting it to your live data and strictly enforcing your business logic, whether it’s rigid compliance or dynamic personalization. The AI operates within your constraints, not its own.
The Proprietary System: The Retail Engine
A production-ready styling agent that solves the “Cold Start” problem for fashion retail.
- Inventory Grounding: Connects abstract style suggestions to real database inventory to ensure availability. No hallucinations of out-of-stock items.
- 360° Visual Consistency: Orchestrates multi-agent workflows to generate 4 distinct, geometrically consistent angles of the exact same model and outfit.
- Dynamic Video Output: Automatically renders on-model video assets for social engagement.
Technical Focus:
- Infrastructure: Kubernetes • Docker • Google Cloud Platform (GCP) • Cloud Run
- Commerce: Adobe Commerce (Magento) API • Shopify Plus GraphQL • ERP Synchronization
- Intelligence: Vector RAG • Context-Injection • Deterministic Multi-Agent Systems • TLA+ Verified Workflows