PPIO Platform Reference

1. Identify the user's product direction (Model Services, Agent Sandbox, GPU Containers, Integration, Troubleshooting).
2. Use WebFetch or equivalent HTTP reading tools to obtain the minimum required reference files from the mapping table below.
3. Treat pricing, model availability, and service status as dynamic data; obtain the latest information before answering.
4. Try to return commands or code snippets that can be directly copied and pasted.
5. If the local reference files do not cover the required content, provide the closest verified guidelines, clearly state the gaps, and point to the official real-time documentation.

LLM( Large Language Model) Quick Reference

https://api.ppio.com/openai

Authorization: Bearer <API_KEY>

Documentation Mapping Table

Reference File Selection Rules

• For initial configuration and minimal examples, use

  quick-start.md

  (see mapping table above).
• For chat completion, tool calling, vision, JSON mode, and batch tasks, use

  llm-guide.md

  (see mapping table above).
• For SDK/CLI, lifecycle, templates, and file operations, use

  sandbox-guide.md

  (see mapping table above).
• For selecting GPU instances vs serverless GPU and pricing trade-offs, use

  gpu-guide.md

  (see mapping table above).
• For integration issues, uniformly use

  integrations.md

  (see mapping table above) as the entry point, then select sub-documents from it.
• For debugging, prioritize using

  faq-and-issues.md

  (see mapping table above).
• If the raw file cannot be obtained from GitHub, fall back to the local

  references/*.md

  files in this skill directory.
• If the answer involves quotas, pricing, number of models, latency, or hardware availability, first verify through real-time documentation/API, and note the verification date in the response.

Dynamic Data Strategy

• Treat model directory size, pricing, rate limiting, latency, and regional availability as dynamic data.
• Mark the verification time of dynamic data in the final response in the format

  Verified on: YYYY-MM-DD

  .
• If real-time verification is not possible, clearly state that the data may be outdated and attach the link to the official source.

Dynamic Data (Always Get the Latest Values)

Get the Latest Model List

curl https://api.ppio.com/openai/v1/models \
  -H "Authorization: Bearer $PPIO_API_KEY"

Current Pricing

Changelog

• Model API Service Release Notes: https://ppio.com/docs/announcement/changelog-llm
• GPU Container Service Release Notes: https://ppio.com/docs/announcement/changelog-gpu
• Agent Sandbox Release Notes: https://ppio.com/docs/announcement/changelog-agent-sx