Model Studio glossary
No procedures. Just the collisions. Paths live on the map.
Model Studio
What: Alibaba Cloud's model-service and application platform. Chinese name 百炼. APIs, console apps, subscription plans. Intro
Not: the Tongyi chat window, the Lingma IDE, or ECS / OSS.
Why this handbook exists: a front-end that calls Qwen talks to this platform's API and billing, not to the chat site.
Qwen
What: Alibaba's model family, and a separate chat product. FAQ: Model Studio is a platform that includes the Qwen series. FAQ
Here: only "a model you can call on Studio". Chat-product prose is #83.
Lingma / Qoder CN
What: Alibaba Cloud's coding assistant / standalone IDE. Current official name Qoder CN (formerly Lingma). Attach page
Relation: can take a Studio Token Plan / Coding Plan / PAYG key. Official: Enterprise cannot attach Studio.
Here: one line. Full tutorial is #84.
DashScope
What: the old API brand. The env var is still DASHSCOPE_API_KEY. US hosts still say dashscope-us.aliyuncs.com. Coding Plan still mentions dashscope.aliyuncs.com.
Not: a second product you activate beside Model Studio.
Workspace
What: a container that isolates project / team resources and ACL. {WorkspaceId} in the new MaaS URLs is this ID. First API call, Get an API key
Official ACL:
- Keys in the same workspace share the same rights. You do not split keys by text vs image.
- Default workspace: all standard models + apps in that workspace.
- Child workspace: only authorized standard models + its own apps.
- Fine-tuned models: only the workspace they live in.
Primary accounts see every workspace's keys. RAM users see only workspaces they joined.
Three call protocols
The model list often prints three hosts for one ID:
| Protocol | Path | When |
|---|---|---|
| OpenAI-compatible | /compatible-mode/v1 | Existing openai SDK, most desktop clients |
| Anthropic-compatible | /apps/anthropic | Tools that speak Messages (Claude Code, …) |
| DashScope | /api/v1 | Official DashScope SDK, some multimodal generate APIs |
Source: Models. The three hosts are not interchangeable. Plans add a fourth dedicated host.
Token Plan vs Coding Plan
Two Studio subscriptions. No migrate / upgrade path between them. Token Plan
| Token Plan | Coding Plan | |
|---|---|---|
| Meter | Credits | Request counts |
| Official stance (2026-08) | Preferred for new buys | Lite stopped; Pro limited |
| Personal vs team | Personal has a 7-day window; Team is per-seat and commits not to train | Page is Pro-centric |
| Data | Personal used to improve the service; Team commits not to | Inputs and outputs used to improve the service |
| Allowed use | Tools that speak OpenAI / Anthropic | Coding tools only, not your backend API |
"We never train on your data" in the FAQ / international intro is the short version. The intro's Important box and the two plan pages win.
Agent 1.0 vs 2.0
| 1.0 | 2.0 | |
|---|---|---|
| Scheduling | Retrieve the knowledge base, then maybe MCP | Knowledge base and MCP are tools; the model orders them |
| Trace | Final answer only | Plan → act → reflect |
| Migration | — | Cannot upgrade 1.0; create a new app |
Source: Agent 2.0. Official default when you have no 1.0 dependency.
A workflow is a different console app type (a fixed graph), not another name for Agent 2.0. Workflow
Knowledge base (RAG)
Retrieve private documents, then generate. Billed separately from model inference; no savings plan or resource pack. Intro
One official anti-hallucination tool (FAQ). Mechanism lives in LLM fundamentals.
MCP
Model Context Protocol. Studio agents and workflows can attach official or custom MCP servers. MCP intro
Some official MCPs (image, video, speech, web search) bill on their own. Custom MCP has basic / turbo time-based prices. Whether deploy is still "temporarily free" is that page's job.
Model Studio CLI vs Alibaba Cloud CLI
| Model Studio CLI | Alibaba Cloud CLI plugin | |
|---|---|---|
| Package / command | npm bailian-cli; bl / bailian | aliyun bailian … |
| Job | Local agent calls to models and multimodal tools | OpenAPI: categories, files, connectors |
| Docs | install.md | OpenAPI CLI |
Wrong binary: aliyun bailian list-file works, bl text chat does not exist.
High-code apps
Deploy a Python project as a managed backend. Official: high-code apps. Axis B — no tutorial here.