a5c.ai

Chain-of-thought and step-by-step reasoning prompts for complex problem solving

The English summary is being prepared. Showing the original description.

Chroma local vector database setup and operations for development and production

The English summary is being prepared. Showing the original description.

CrewAI multi-agent orchestration setup for collaborative AI systems

The English summary is being prepared. Showing the original description.

Execute development tasks to build features, producing code, tests, and configuration artifacts that satisfy specification requirements and comply with constitution standards.

The English summary is being prepared. Showing the original description.

LangGraph checkpoint and persistence configuration for stateful workflow management

The English summary is being prepared. Showing the original description.

Haystack NLP pipeline configuration for document processing and QA

The English summary is being prepared. Showing the original description.

Conditional edge routing and state-based transitions for LangGraph workflows

The English summary is being prepared. Showing the original description.

Autonomous research engineering — web search orchestration, source synthesis, hypothesis formation, and structured research report generation.

The English summary is being prepared. Showing the original description.

Use when you have a written implementation plan to execute in a separate session with review checkpoints between batches.

The English summary is being prepared. Showing the original description.

LangChain memory integration including ConversationBufferMemory, ConversationSummaryMemory, and vector-based memory

The English summary is being prepared. Showing the original description.

Autonomously engage with complex coding tasks — multi-step planning, tool use, self-correction, and solution verification without human intervention.

The English summary is being prepared. Showing the original description.

Use when starting any creative work - creating features, building components, adding functionality, or modifying behavior. Explores user intent, requirements and design before implementation.

The English summary is being prepared. Showing the original description.

Human-in-the-loop integration for LangGraph workflows with approval and intervention points

The English summary is being prepared. Showing the original description.

Microsoft AutoGen multi-agent configuration for conversational AI systems

The English summary is being prepared. Showing the original description.

Subgraph composition and modular workflow design for LangGraph

The English summary is being prepared. Showing the original description.

Write feature specifications as requirements and user stories with acceptance criteria, focusing on business value and testable conditions.

The English summary is being prepared. Showing the original description.

Apply general knowledge reasoning across diverse domains — trivia, commonsense inference, analogy, and factual question answering.

The English summary is being prepared. Showing the original description.

Use when implementing any feature or bugfix, before writing implementation code. Enforces RED-GREEN-REFACTOR cycle.

The English summary is being prepared. Showing the original description.

Use when implementation is complete, all tests pass, and you need to decide how to integrate the work.

The English summary is being prepared. Showing the original description.

Multi-agent swarm formation and coordinated execution with topology-aware agent deployment, consensus protocols, and anti-drift enforcement.

The English summary is being prepared. Showing the original description.

Guardrails AI validation framework setup for LLM applications. Implement input/output validation, safety checks, and structured output enforcement.

The English summary is being prepared. Showing the original description.

Design technical architecture, select technology stack, and define implementation strategy from specifications and constitution constraints.

The English summary is being prepared. Showing the original description.

HNSW vector search for pattern similarity retrieval and knowledge graph maintenance with PageRank scoring, community detection, and 3-tier memory management.

The English summary is being prepared. Showing the original description.

LangSmith tracing and debugging setup for LLM applications. Configure observability, capture traces, and enable debugging for LangChain/LangGraph agents.

The English summary is being prepared. Showing the original description.