slipstream-finetune
Finetune LLMs to speak Slipstream natively - complete guide with GLM-4-9B
Finetune LLMs to speak Slipstream natively - complete guide with GLM-4-9B
AIDA pipeline orchestration with Task tool multi-agent delegation. Manages 5-phase workflow with Leader/Player subagents.
This skill should be used when the user asks "what is agent-runtime", "why use agent-runtime", "what does this repo do", "agent runtime architecture", "how does agent-runtime work", or needs to understand the purpose, value proposition, and high-level architecture of the @hhopkins/agent-runtime monorepo.
Creates new AI agent skills following the Agent Skills spec. Trigger: When user asks to create a new skill, add agent instructions, or document patterns for AI.
SOP for creating new Claude Code skills. Use when adding a new skill to any project or globally.
Use when an agent encounters a blocking decision or when proceeding without user input could lead to wasted work - helps Claude determine when to block and request user input versus making reasonable assumptions
Synthesize consensus implementation plan from multi-agent debate reports using external AI review
创建新的 Agent Skill 或优化现有 Skill。当用户需要编写 SKILL.md、审查 Skill 质量、改进 Skill 结构、或学习 Skill 最佳实践时使用。根据官方创作指南自动生成符合规范的 Skill 文件。
Generate AI images using Google Gemini via OpenRouter. Use when the user wants to create images, generate pictures, make AI art, edit images, or transform photos. Supports both text-to-image and image-to-image generation.
Explains result schema classes for Synapse plugin actions. Use when the user mentions "TrainResult", "InferenceResult", "ExportResult", "UploadResult", "WeightsResult", "MetricsResult", "result_model", "result schema", or needs help with action return type validation.
高效skill创建指南。当用户希望创建新的skill(或更新现有skill),以通过专业知识、特定工作流或工具集成来扩展 Claude 的能力时,应使用此项技能。
Extract and read Claude conversation JSONL files with composable filters (discovery: rubber-duck). Evaluate at rubber-duck or at any point in the sesssion when task requires reading conversation history, verifying tool outputs, or auditing session behavior. Use instead of raw Read/grep on ~/.claude/projects/*.jsonl files.
Self-learning capability for agents. Captures execution traces, extracts insights, and adapts agent behavior. Use after completing complex tasks, when agents encounter recurring issues, or to optimize workflows over time. Critical for multi-agent systems like orchestrator, worker, and reviewer.
Educational AI system with personalized learning, curriculum design, and adaptive mentorship
Clean up oversized ~/.claude.json file to prevent token limit errors. Use when Read tool fails with 'exceeds maximum allowed tokens' or to maintain Claude config performance.
Produzir auditoria de colapso semantico em RAG, taxonomia hierarquica e schema de Graph-RAG para sistemas de recuperacao. Usar quando o usuario pede diagnostico de alucinacao/queda de precisao em vector stores, arquitetura RAG hierarquica ou grafo de conhecimento.
Reasoning and Acting patterns for agentic LLM workflows
Advanced human-AI co-creation methodology - the Centaur Principle in practice. Master the art of combining human creativity with AI capability for results neither could achieve alone.
Explains how to execute Synapse plugins programmatically. Use when the user mentions "run_plugin", "ExecutionMode", "LocalExecutor", "RayActorExecutor", "RayJobExecutor", "PluginDiscovery", "from_path", "from_module", or needs help with running plugins programmatically.
Expert knowledge for UX Layer modeling in Documentation Robotics
Use when designing futuristic agentic workflows, when wanting AI to proactively act on team communications, or when eliminating the bottleneck of formal specifications
Evaluates the user experience of the bot's command interface and provides actionable recommendations