Technical Competencies · 6 Core Engineering Domains
Technical Stack & Capabilities
Every capability listed below is backed by production code, automated test suites, published PyPI distributions, or clinical deployments.
LLM & Hybrid RAGIn-Process FirewallsDeterministic Testing28 Verified Skills
LLM Engineering
Production retrieval systems, hybrid search, context window optimization, and grounded generation.
Large Language Models↗Retrieval-Augmented Generation (RAG)↗Cache-Augmented Generation (CAG)↗Memory-Augmented Generation (MAG)↗Context Engineering & Token Budgets↗Hybrid Retrieval (Vector + Lexical)↗Reciprocal Rank Fusion (RRF)↗Cross-Encoder Reranking↗Grounded Generation & Citations↗Context Compression & Filtering↗
AI Security
In-process defensive firewalls, adversarial prompt injection interception, and data loss prevention.
Reliability & Observability
Deterministic testing for stochastic agents, distributed telemetry correlation, and incident recovery.
Machine Learning & Computer Vision
Deep learning architectures, object tracking, spatial geometry, and time-series forecasting.
Backend & Full Stack
High-throughput asynchronous APIs, streaming protocols, relational databases, and dynamic interfaces.
Infrastructure & Delivery
Containerization, cloud asset storage, Linux server administration, and continuous integration.