ai-agent-development
ai-agent-development
【开发与工程】AI agent development workflow for building autonomous agents, multi-agent systems, and agent orchestration with CrewAI, LangGraph, and custom agents.
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crewai
crewai
【效率与协作】Expert in CrewAI - the leading role-based multi-agent framework used by 60% of Fortune 500 companies.
film-crew
film-crew
【效率与协作】Turn a one-line AI video idea into a shot list and per-shot, model-ready prompts via a film crew (director, DP, gaffer, editor, script supervisor). Also fixes failing video prompts and diagnoses bad clips before a reroll. Works with Wan, LTX, Kling, Veo, Seedance, Hailuo, Runway.
poka-yoke
poka-yoke
【设计与创意】Mistake-proof code so misuse cannot be expressed, rather than warning against it. Use when designing an interface, schema, or state machine and the user wants it hard to get wrong ("make invalid states unrepresentable", "so callers cannot screw it up", "type-safe API", "pit of success"); when auditing existing code for footguns ("what could bite us h…
step-parts
step-parts
【开发与工程】Find, evaluate, and download common purchasable CAD parts from step.parts, including named off-the-shelf actuators, servos, motors, electronics boards, connectors, screws, bolts, nuts, washers, bearings, standoffs, and other catalog components. Use when Codex needs to search the hosted step.parts catalog before creating simplified placeholder geometr…
crewai-multi-agent
crewai-multi-agent
【效率与协作】Multi-agent orchestration framework for autonomous AI collaboration. Use when building teams of specialized agents working together on complex tasks, when you need role-based agent collaboration with memory, or for production workflows requiring sequential/hierarchical execution. Built without LangChain dependencies for lean, fast execution.
agent-coordination
agent-coordination
【效率与协作】Coordinate Crew (persistent) and Polecat (transient) agents using Gas Town's hook-based work distribution and GUPP principle.
session-management
session-management
【效率与协作】Manage agent sessions including initialization, handoffs, revival (seance), and persistent identity for Polecats and Crew agents.
crewai-setup
crewai-setup
【效率与协作】CrewAI multi-agent orchestration setup for collaborative AI systems
instrumenting-with-mlflow-tracing
instrumenting-with-mlflow-tracing
【开发与工程】Instruments Python and TypeScript code with MLflow Tracing for observability. Must be loaded when setting up tracing as part of any workflow including agent evaluation. Triggers on adding tracing, instrumenting agents/LLM apps, getting started with MLflow tracing, tracing specific frameworks (LangGraph, LangChain, OpenAI, Gemini, DSPy, CrewAI, AutoGe…
datarobot-agent-assist
datarobot-agent-assist
【设计与创意】Use when the user wants to design, build, code, simulate, or deploy an AI agent (not a predictive model) to DataRobot; mentions agent_spec.md, dr-assist, datarobot-agent-assist, dress rehearsal, swarm simulation, or the DataRobot agent template; wants to scaffold a LangGraph, CrewAI, LlamaIndex, NAT, or Base agent targeting DataRobot; wants to add an…
datarobot-agent-assist-build
datarobot-agent-assist-build
【设计与创意】Use when the user wants to design, build, code, or deploy an AI agent on DataRobot; mentions agent_spec.md, dress rehearsal, the DataRobot agent template, LangGraph, CrewAI, LlamaIndex, NAT, Base agents, MCP servers, backend APIs, custom frontends, or the DataRobot CLI.
ai-agent-development
ai-agent-development
【开发与工程】ALWAYS use this when the request matches AI Agent Development: AI agent development workflow for building autonomous agents, multi-agent systems, and agent orchestration with CrewAI, LangGraph, and custom agents.
crewai
crewai
【效率与协作】ALWAYS use this when the request matches Crewai: Expert in CrewAI - the leading role-based multi-agent framework used by 60% of Fortune 500 companies.
agent-architecture-patterns
agent-architecture-patterns
【设计与创意】Choose the right architecture for an LLM agent or multi-agent system. Use when the user is designing, comparing, or debugging agentic workflows and mentions ReAct, Reflexion, Plan-and-Execute, Router, Supervisor, Hierarchical, multi-agent, tool-use loop, agent graph, LangGraph, AutoGen, CrewAI, or asks "which agent pattern should I use" / "how should…
multi-agent-orchestration
multi-agent-orchestration
【设计与创意】Decide when to split work across multiple agents vs one agent with tools, and design the handoffs when you do. Use when the user is sketching a multi-agent system or debugging one, and mentions handoff, delegation, supervisor, swarm, crew, sub-agent, agent-to-agent, A2A, manager-worker, team of agents, or asks "should I split this into multiple agent…
llm-agent-orchestration
llm-agent-orchestration
【部署与运维】Build and orchestrate LLM-powered agents. Covers agent architectures (ReAct, Plan-and-Execute, multi-agent), tool use and function calling, LangChain agents, LangGraph workflows, CrewAI multi-agent systems, Autogen, agent memory (short-term, long-term, episodic), agent planning and reasoning, error handling and recovery, agent evaluation and testing,…
agentfield-multi-reasoner-builder
agentfield-multi-reasoner-builder
【设计与创意】Architect and ship a complete multi-agent backend system on AgentField from a one-line user request. Use when the user asks to build, scaffold, design, or ship an agent system, multi-agent pipeline, reasoner network, AgentField project, financial reviewer, research agent, compliance agent, or any LLM composition that should outperform LangChain/CrewA…
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