
RESEARCH SYSTEM
SetupX ↗
From a repository URL to a verified environment. Experience retrieval, speculative execution, and adversarial verification.

From a repository URL to a verified environment. Experience retrieval, speculative execution, and adversarial verification.

A benchmark for agents working across realistic workspaces and large-scale file dependencies.

Research across data modalities, including my contributions on video and 3D-model analysis.
Budget-aware self-supervised speech recognition with complementary model routing and representation-compression experiments.
Comparing StreamingLLM, SnapKV, and PyramidKV on Pythia-70M: quality, memory, and latency trade-offs.
A local application for blind and model-assisted structure annotation, peak-level evidence, and exportable results.