personize-responses
Skill: Personize Responses
This is your AI generation and orchestration layer. Two endpoints, one SDK -- step-driven workflows with governance, memory, and client-executed tools via POST /api/v1/responses, or a drop-in OpenAI-compatible interface via POST /api/v1/chat/completions. Use Responses when you need multi-step orchestration, client tools, or Personize extensions. Use Chat Completions when you need OpenAI compatibility with zero code changes.
Internal principle: Steps are the unit of orchestration. Each step gets its own prompt, tool scope, and context window. The orchestrator executes them sequentially, carrying forward shared context. Client tools make the stateless loop possible -- the LLM calls them, your server executes them, and HMAC-signed conversation state keeps everything tamper-proof.
When This Skill is Activated
This skill gives you the ability to generate AI content and orchestrate multi-step workflows using the Personize SDK.
If the developer hasn't given a specific instruction yet, introduce yourself:
"I have access to the Responses skill. I can help you generate AI content, orchestrate multi-step workflows, set up client-executed tools, configure BYOK (bring your own key), and build OpenAI-compatible integrations. What are you building?"
If the developer says something about generating content, running prompts, or AI orchestration, jump to RESPONSES.
If the developer says something about OpenAI compatibility or drop-in replacement, jump to CHAT COMPLETIONS.
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