sarah = {
"role" : "Software Engineer",
"focus" : ["Prompt Engineering", "RAG Architecture", "LLM Evals", "AI Safety"],
"stack" : ["Python", "LangChain", "LangGraph", "FastAPI", "AWS"],
"experience" : "software engineering · healthcare operations",
"education" : "BS + MS Computer Science",
"location" : "South Florida · Remote",
"status" : "Open to Software Engineering roles",
}I build machine learning systems that are reliable by design — eval-first development, guardrails from day one, observability as a first-class concern. With software engineering experience across financial services, healthcare, and marketing technology, and a background in regulated healthcare operations, I build AI that works in the real world.
| Hybrid retrieval with BM25 + dense search, reranking, citation tracing, and hallucination guardrails. Not toy demos — production systems with measurable accuracy improvements. | Eval frameworks that treat prompts like code. Offline regression tests, online A/B experiments, CI/CD gates that block deploys on faithfulness regression. |
| Drop-in LLM proxies with PII redaction, toxicity filtering, red-team test suites, and real-time observability dashboards for production LLM I/O. | Prompt architecture that's versioned, measured, and production-hardened. System prompts, few-shot templates, dynamic context injection — all treated as engineered artifacts. |
|
Modular RAG framework for any document corpus with hybrid retrieval and reranking. 55% improvement in answer relevance over naive RAG |
🧪 EvalKitOpen-source LLMOps eval harness with prompt versioning and CI/CD regression gating. CI/CD gate blocks deploys on faithfulness regression |
🛡️ SafeLayerDrop-in LLM safety proxy with PII redaction, adversarial testing, and live observability. 200+ red-team prompt templates across 12 risk categories |
- 🔨 Building open-source LLM eval and safety tooling in public
- 📖 Completing MS in Computer Science at Western Governors University
- 🔍 Open to AI Engineering · Prompt Engineering · LLM Engineer roles
- ✍️ Portfolio → (https://sarahalsaid.com/)


