Erlie Lab · Los Angeles

Applied Systems & Inference Engineering

Independent research notes and benchmarking tools focused on low-latency model serving, deterministic state synchronization, and edge telemetry.

Edge Telemetry

Lightweight transport probes and RTT jitter tracking across distributed worker nodes.

Async Orchestration

Event-driven Python runtimes with bounded queues, lock-free reads, and atomic state snapshots.

Quantized Inference

Throughput and memory-bandwidth profiling for small-batch language and speech pipelines.

Recent Engineering Notes