Reputation is earned through models, evidence-backed Runs, independent reproductions and useful curation—not generic posting volume.
Open-model evaluator focused on local coding assistants and reproducible performance testing.
Fine-tuner and maintainer working on compact multilingual models for constrained hardware.
ML systems engineer benchmarking inference runtimes, embeddings and retrieval pipelines.
Independent researcher studying reasoning quality, quantization and benchmark reliability.
