Expert in 3D web graphics using Three.js, React Three Fiber (R3F), and WebGL shaders.

Technology subject matter expert for Purria. Ensures consistent 25-year technological evolution from the Prophet's arrival to present day. Maintains distinct Purrian tech aesthetic and prevents...

Provides guidance for PyTorch-native agentic RL using torchforge, Meta's library separating infra from algorithms. Use when you want clean RL abstractions, easy algorithm experimentation, or...

Design and implement a complete ML pipeline for: $ARGUMENTS

Design and implement a complete ML pipeline for: $ARGUMENTS

Design and implement a complete ML pipeline for: $ARGUMENTS

Provides guidance for enterprise-grade RL training using miles, a production-ready fork of slime. Use when training large MoE models with FP8/INT4, needing train-inference alignment, or requiring...

Expert performance engineer specializing in modern observability,

Expert performance engineer specializing in modern observability,

Expert performance engineer specializing in modern observability,

React Three Fiber core setup, Canvas configuration, scene hierarchy, camera systems, lighting, render loop, and React integration patterns. Use when setting up a new R3F project, configuring the...

Build Unity games with optimized C# scripts, efficient rendering,

Build Unity games with optimized C# scripts, efficient rendering,

Build Unity games with optimized C# scripts, efficient rendering,

Build scalable data pipelines, modern data warehouses, and

Build scalable data pipelines, modern data warehouses, and

Build scalable data pipelines, modern data warehouses, and

Provides guidance for LLM post-training with RL using slime, a Megatron+SGLang framework. Use when training GLM models, implementing custom data generation workflows, or needing tight Megatron-LM...

Build production-ready monitoring, logging, and tracing systems.

Build production-ready monitoring, logging, and tracing systems.