a5c.ai

Content moderation API integration using OpenAI Moderation, Perspective API, and others

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Use when starting feature work that needs isolation from current workspace or before executing implementation plans.

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Haystack NLP pipeline configuration for document processing and QA

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Convert technical plans into actionable development tasks with dependency graphs, effort estimates, and parallelization opportunities.

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LangChain tool creation and integration utilities for agent systems

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LangFuse LLM observability integration for tracing, analytics, and cost tracking

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Perform closed-book frontier reasoning — complex problem solving from internalized knowledge without external retrieval or tool use.

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Subgraph composition and modular workflow design for LangGraph

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Use when executing implementation plans with independent tasks in the current session. Dispatches fresh subagent per task.

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

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Use when encountering any bug, test failure, or unexpected behavior, before proposing fixes. Requires root cause investigation first.

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Use when creating new skills, editing existing skills, or verifying skills work before deployment.

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

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

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Use when receiving code review feedback, before implementing suggestions. Requires technical rigor and verification, not blind implementation.

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Use when completing tasks, implementing major features, or before merging to verify work meets requirements.

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

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Use when you have a spec or requirements for a multi-step task, before touching code. Creates bite-sized TDD implementation plans with dependency tracking.

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

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LangGraph StateGraph builder with state schema design. Create stateful agent workflows with cycles, conditionals, and persistence.

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Chroma local vector database setup and operations for development and production

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Constitutional AI and safety guardrail prompts for aligned LLM behavior

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CrewAI multi-agent orchestration setup for collaborative AI systems

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

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