Design and implement structured output classes for Neuron AI agents using SchemaProperty attributes and validation rules. Use this skill when the user mentions structured output, JSON schema extraction, data validation, output classes, DTOs for AI responses, extracting structured data from LLM, or configuring property…
Create, configure, and extend Neuron AI agents in PHP using providers, tools, chat history, memory, and custom workflow nodes. Use for Neuron Agent implementation, configuration, conversation lifecycle, and input/output extensions.
Create and run AI evaluations with datasets, assertions, and output drivers in Neuron AI. Use this skill whenever the user mentions evaluation, testing AI systems, creating evaluators, dataset-driven testing, assertion-based validation, or wants to measure AI system performance. Also trigger for tasks involving…
Connect a Neuron AI agent to a real frontend that executes tools in the browser — declaring deferred (frontend) tools, building the endpoint that serves a new turn or continues a suspended run, translating tool results and approval decisions coming from the Vercel AI SDK (useChat), the official AG-UI client, or…
Integrate Neuron AI agents into a Laravel 13 app the framework-native way — setup checklist (App\Neuron layout, config/services.php keys, one migration, NeuronServiceProvider, bootstrap/app.php exception mapping, neuron:evaluate), container-built agents bound per thread with for(), thread authorization, JSON and…
Monitor Neuron AI agents and workflows with events observability, logging, and performance analysis. Use this skill whenever the user mentions debugging, monitoring, observability, performance analysis, tracing, or needs to understand why an agent is behaving a certain way. Also trigger for tasks involving agent…
Implement RAG (Retrieval-Augmented Generation) with Neuron AI including vector stores, embeddings providers, document loaders, retrieval strategies, and metadata filtering. Use this skill whenever the user mentions RAG, retrieval, vector search, document retrieval, semantic search, knowledge bases, chat with…
Stream Neuron AI agent and workflow output to a consumer — iterating native chunks, yielding portable progress events from nodes, attaching a stream adapter for a UI protocol (Vercel AI SDK, AG-UI, SSE) or for Neuron's native vocabulary, and pushing output through a streaming channel when the consumer is not the HTTP…
Integrate Neuron AI agents into a Symfony 8 app, from packages, env keys, a Doctrine migration for the Neuron tables and services.yaml wiring to a shared agent bound per request with for(), a thread voter, JSON and AG-UI (CopilotKit) or useChat streaming with StreamedResponse, reload with pending approvals, Messenger…
Write tests for Neuron AI agents, RAG systems, workflows, and tools using the built-in testing utilities. Use this skill when the user mentions testing agents, writing unit tests, mocking AI providers, testing tool execution, verifying RAG retrieval, testing workflow behavior, or creating test cases for Neuron AI…
Implement human-in-the-loop tool approval flows with Neuron AI agents — gating risky tools behind approve/deny decisions, rendering approval UIs from chat history, submitting decisions, and building a single endpoint that handles both conversation turns and approval continuations. Use this skill whenever the user…
Create custom tools, toolkits, and MCP integrations for Neuron AI agents. Use this skill when the user mentions creating tools, building toolkits, extending Tool class, defining tool properties, implementing tool execution, MCP server integration, Model Context Protocol, connecting external tools, multimodal tool…
Build or modify Neuron AI Workflow graphs, including nodes, events, middleware, persistence, parallel branches, streaming, and human-in-the-loop interruption. Use for tasks specifically involving Neuron's Workflow APIs or custom Neuron agentic orchestration; do not trigger for generic workflow or event-driven design…
Design and implement structured output classes for Neuron AI agents using SchemaProperty attributes and validation rules. Use this skill when the user mentions structured output, JSON schema extraction, data validation, output classes, DTOs for AI responses, extracting structured data from LLM, or configuring property…
Create, configure, and extend Neuron AI agents in PHP using providers, tools, chat history, memory, and custom workflow nodes. Use for Neuron Agent implementation, configuration, conversation lifecycle, and input/output extensions.
Create and run AI evaluations with datasets, assertions, and output drivers in Neuron AI. Use this skill whenever the user mentions evaluation, testing AI systems, creating evaluators, dataset-driven testing, assertion-based validation, or wants to measure AI system performance. Also trigger for tasks involving…
Connect a Neuron AI agent to a real frontend that executes tools in the browser — declaring deferred (frontend) tools, building the endpoint that serves a new turn or continues a suspended run, translating tool results and approval decisions coming from the Vercel AI SDK (useChat), the official AG-UI client, or…
Monitor Neuron AI agents and workflows with events observability, logging, and performance analysis. Use this skill whenever the user mentions debugging, monitoring, observability, performance analysis, tracing, connecting to the Neuron Cloud platform, or needs to understand why an agent is behaving a certain way.…
Implement RAG (Retrieval-Augmented Generation) with Neuron AI including vector stores, embeddings providers, document loaders, retrieval strategies, and metadata filtering. Use this skill whenever the user mentions RAG, retrieval, vector search, document retrieval, semantic search, knowledge bases, chat with…
Stream Neuron AI agent and workflow output to a consumer — iterating native chunks, yielding portable progress events from nodes, attaching a stream adapter for a UI protocol (Vercel AI SDK, AG-UI, SSE) or for Neuron's native vocabulary, and pushing output through a streaming channel when the consumer is not the HTTP…
Write tests for Neuron AI agents, RAG systems, workflows, and tools using the built-in testing utilities. Use this skill when the user mentions testing agents, writing unit tests, mocking AI providers, testing tool execution, verifying RAG retrieval, testing workflow behavior, or creating test cases for Neuron AI…
Implement human-in-the-loop tool approval flows with Neuron AI agents — gating risky tools behind approve/deny decisions, rendering approval UIs from chat history, submitting decisions, and building a single endpoint that handles both conversation turns and approval continuations. Use this skill whenever the user…
Create custom tools, toolkits, and MCP integrations for Neuron AI agents. Use this skill when the user mentions creating tools, building toolkits, extending Tool class, defining tool properties, implementing tool execution, MCP server integration, Model Context Protocol, connecting external tools, multimodal tool…
Build or modify Neuron AI Workflow graphs, including nodes, events, middleware, persistence, parallel branches, streaming, and human-in-the-loop interruption. Use for tasks specifically involving Neuron's Workflow APIs or custom Neuron agentic orchestration; do not trigger for generic workflow or event-driven design…
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originalMIT
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