Verl Rl Training
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 pos…
APIs, servers, microservices and architecture.
178 prompts
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 pos…
Extract structured data from LLM responses with Pydantic validation, retry failed extractions automatically, parse complex JSON with type safety, and stream partial resu…
Large Language and Vision Assistant. Enables visual instruction tuning and image-based conversations. Combines CLIP vision encoder with Vicuna/LLaMA language models. Sup…
State-space model with O(n) complexity vs Transformers' O(n²). 5× faster inference, million-token sequences, no KV cache. Selective SSM with hardware-aware design. Mamba…
Simplest distributed training API. 4 lines to add distributed support to any PyTorch script. Unified API for DeepSpeed/FSDP/Megatron/DDP. Automatic device placement, mix…
Architecture Scenario Explorer Explore architectural decisions through systematic scenario analysis with trade-off evaluation and future-proofing assessment. Instruction…
Bulk import GitHub issues to Linear with comprehensive progress tracking and error handling
Sync GitHub issues to Linear workspace with comprehensive field mapping and rate limit management
Implement GraphQL API with comprehensive schema, resolvers, and real-time subscriptions
Implement comprehensive API rate limiting with advanced algorithms and user-specific policies
Design RESTful API architecture with comprehensive endpoints, authentication, and documentation
Comprehensive API performance optimization with response time reduction, throughput improvement, and scalability enhancements
Task Find Command Search and locate tasks across all orchestrations using various criteria. Usage /task-find [search-term] [options] Description Powerful search function…
Generate LinkedIn posts from blog content with automatic media attachment via LinkedIn API
Generate comprehensive API documentation from code with interactive examples and testing capabilities
Auto-generate API reference documentation with multiple output formats and automated deployment
Generate comprehensive architecture documentation with diagrams, ADRs, and interactive visualization
Software architecture modernization specialist. Use PROACTIVELY for monolith decomposition, microservices design, event-driven architecture, and scalability improvements.
GraphQL performance analysis and optimization specialist. Use PROACTIVELY for query performance issues, N+1 problems, caching strategies, and production GraphQL API opti…
GraphQL API security and authorization specialist. Use PROACTIVELY for GraphQL security audits, authorization implementation, query validation, and protection against Gr…
空気を読む read the air. For some incomprehensible conversations, provide the context of the conversation for AI to interpret and formulate an appropriate response.
If you belong to the highly sensitive population or if your words are frequently misunderstood, using AI interpretation can help you self-check before speaking to ensure…
Proactively reviews code for architectural consistency, adherence to patterns, and maintainability. Use after any structural changes, new service introductions, or API m…
Acts as a consultative architect to design robust, scalable, and maintainable backend systems. Gathers requirements by first consulting the Context Manager and then aski…