Samsritha Raavi

“ML/NLP practitioner who built a retrieval-augmented generation (RAG) system for large financial and operational document sets using Sentence-Transformers (all-mpnet-base-v2) and a vector DB (e.g., Pinecone), with a strong focus on retrieval evaluation and chunking strategy optimization. Experienced in entity resolution (rules + embedding similarity with type-specific thresholds) and in productionizing scalable Python data workflows using Airflow/Dagster and Spark.”

“Accenture consultant who shipped an LLM-based production solution during a client cloud migration to parse application code and identify only the database objects actually used, cutting migration time by 30% and accelerating realization of cloud cost benefits. Emphasizes production robustness with timeouts/retries/fallback routing, validation, observability, and a disciplined eval/monitoring loop that turns failures into regression tests.”

Bria Marks

Screened

Entry-Level Game Designer & Gameplay Programmer specializing in Unity and Unreal Engine 5

Los Angeles, CA1y exp

“Game designer with hands-on experience shipping and tuning a branching memory-deletion narrative system in Unity (Echoes of Memory), focused on creating emotional tension through meaningful player choice. Also builds and iterates cooperative level layouts in Unreal Engine 5 with ~1-week idea-to-playtest cycles, collaborating closely with teammates on Blueprint implementation.”