Apply compaction, masking, and caching strategies

"CRITICAL: Use for ALL Rust questions including errors, design, and coding.

Build VC judgment faster through structured postmortems with quantified calibration: log initial takes, track prediction accuracy with Brier scores, and measure learning rate over time. Use after...

Enforce measure-first discipline for code optimization using a 7-step gated decision tree and 40-item checklist. Use when code is too slow, has performance issues, timeouts, OOM errors, high...

Serverless GPU cloud platform for running ML workloads. Use when you need on-demand GPU access without infrastructure management, deploying ML models as APIs, or running batch jobs with automatic scaling.

Clarify ambiguous requirements through focused dialogue before implementation. Use when requirements are unclear, features are complex (>2 days), or involve cross-team coordination. Ask two core...

Plan and execute Agile sprints with velocity tracking, capacity planning, and retrospective insights

Build production ML systems with PyTorch 2.x, TensorFlow, and

Build production ML systems with PyTorch 2.x, TensorFlow, and

Build production ML systems with PyTorch 2.x, TensorFlow, and

Build production ML systems with PyTorch 2.x, TensorFlow, and

Rapid task execution without hesitation or deterrence. Expert in overcoming blockers, making quick decisions, and maintaining forward momentum. Use for urgent tasks, breaking through impediments,...

Provides guidance for training LLMs with reinforcement learning using verl (Volcano Engine RL). Use when implementing RLHF, GRPO, PPO, or other RL algorithms for LLM post-training at scale with...

Build queryable capability graphs from manifests using Codex for relationship inference between skills, resources, and capabilities.

Transform and format media content creatively. Applies stylization and formatting transformations to various media types.

Use when the user asks to run Gemini CLI for any tasks or if big context (>200k) is needed. Ideal for Code Review, Plan Review, Multi-file Analysis, and any task that requires large context...

Analyzes and optimizes frontend performance using Core Web Vitals, bundle analysis, lazy loading, image optimization, and caching strategies

Optimize end-to-end application performance with profiling, observability, and backend/frontend tuning. Use when coordinating performance optimization across the stack.

Optimize end-to-end application performance with profiling, observability, and backend/frontend tuning. Use when coordinating performance optimization across the stack.

Optimize end-to-end application performance with profiling, observability, and backend/frontend tuning. Use when coordinating performance optimization across the stack.