March 2026 — NVIDIA/nv-ingest: Delivered targeted documentation improvements for the Nemo Retriever Agentic Retrieval Pipeline, including architecture overview, usage guidelines, and performance context tied to the Vidore V3 leaderboard submission. No major bugs fixed this month. Impact: enhances developer onboarding, reduces support overhead, and clarifies evaluation criteria for external submissions. Technologies/skills demonstrated: technical writing, retrieval-pipeline architecture understanding, version-controlled documentation, cross-team collaboration, and alignment with ML evaluation pipelines.

December 2025 performance summary for embeddings-benchmark/mteb: Implemented image dataloader support in ColEmbed model wrapper for MTEB 2 and refactored related API naming for image-focused processing. Ensured cross-wrapper compatibility by updating ColEmbed 3B and 1B wrappers to support the MTEB 2 image dataloader. These changes streamline image-based benchmarking workflows and improve API clarity and maintainability.