CS and Applied Math at USC.
PreciseMD — Precision policies for MACE molecular dynamics inference on A40s. TF32 gave no measurable speedup and BF16 slowed key energy and force paths by 9–21%. Traced the BF16 instability on adversarial geometries to early accumulation divergence followed by nonfinite dense contractions.
DAGent — Deterministic orchestrator for concurrent coding agents. Asyncio scheduler over a task DAG, append-only SQLite event log, and a replayable state machine, with LLM judgment confined to stateless failure triage.