Skill UI

Uses tc, iperf3, netem, and Scapy-based flows to throttle bandwidth, add latency, and emulate Slowloris-style exhaustion so authorized testers can validate QoS controls, application resilience, and monitoring detection.

Provides end-to-end guidance for fine-tuning and serving Physical Intelligence’s OpenPI pi0 family (pi0, pi0-fast, pi0.5) with both JAX and PyTorch backends, covering dataset prep, norm stats, checkpoint conversion, and low-latency WebSocket policy inference for ALOHA, DROID, and LIBERO tasks.

Guide for Flutter developers integrating Firebase Realtime Database, covering setup, flattened JSON data design, indexing, read/write queries, offline persistence, transactions, and security rules for simple, low-latency synchronization scenarios.

A comprehensive guide for optimizing query latency in Qdrant. This resource explains advanced performance tuning techniques, focusing on critical resource management like RAM utilization, segment count adjustments, and HNSW parameter tuning. It details strategies for scaling, quantization, and hardware considerations (e.g., local NVMe) to ensure consistently low-latency search performance, and outlines common pitfalls to avoid.