Z.AI · คู่มือโมเดลสำหรับ Hermes

GLM-5.2 API สำหรับ Hermes Agent: งานและราคา

GLM-5.2 is made for work that spans a whole project. Hermes can give it the repository, constraints, tests, and API contracts so it can plan and execute a cross file change without losing the earlier decisions.

เปิด Playground →เปิด Dashboard →

เวิร์กโฟลว์ Hermes Agent ที่เชื่อมงาน GLM ไฟล์ เครื่องมือ และการตรวจสอบโดยคน

ข้อมูลทางเทคนิคสำหรับ Hermes

Project level engineer

These facts show where GLM-5.2 fits inside Hermes and which details change the cost and review path.

InputText and large project context

OutputText, code, and tool calls

Best roleProject-level engineer

ContextUp to 1M tokens according to the current model guide

Price noteCache stable context and send only relevant files

Typical jobCross-file refactors, migrations, and repository audits

ข้อจำกัดที่ควรรู้

A large context window does not remove the need for a file boundary.
Do not attach the entire repository when a small set of files is enough.
Run tests and a build before accepting a cross-file change.

ตรวจสอบก่อนให้ Agent ทำงาน

Start with an architecture map.
State the allowed files and forbidden side effects.
Keep tests and rollback steps in the task brief.
Do not accept a cross-file patch without a build.

เลือกตามงาน ไม่ใช่ดูแค่ชื่อโมเดล

Use it for project scale work

Large repositories, migrations, refactors, mobile debugging, and code to video tasks.

Do not pay for unused context

If the task is a short function or a simple extraction, a smaller model is enough.

A simple GLM-5.2 routing rule

Use GLM-5.2 when multiple files and earlier decisions must stay aligned. Use GLM-5.3 for a more difficult final judgment or a deeper reasoning pass.

งานที่เหมาะกับ Hermes

เลือกบทบาทให้ตรงกับงาน

โมเดลในตระกูล GLM มีบทบาทต่างกัน ให้ดูงานก่อนเลือกเส้นทาง

Repository audit

Map modules, data flows, API contracts, technical debt, and constraints before editing.

Cross file refactor

Change a module while preserving behavior, tests, and public interfaces.

Mobile debugging

Use logs, screenshots, and device state to locate a problem and verify the fix.

Code to video

Create a Remotion project, render it, inspect the output, and refine the code.

Many files must stay alignedGLM-5.2 as the main engineering Agent

It can keep interfaces, tests, and earlier decisions in view.

One function needs a small fixUse GLM-5 or a cheaper model

The project context would be wasted.

The final change is high riskAsk GLM-5.3 to review

The larger model can challenge assumptions before release.

เวิร์กโฟลว์ Hermes

The model keeps architectural decisions in view.

Hermes should give GLM-5.2 a bounded repository and an explicit verification plan. The model can work across files, but the task must still have a clear scope.

01 · Map

Read the repository and return architecture, contracts, risks, and test commands.

02 · Plan

Describe the change, affected files, boundaries, and rollback or verification path.

03 · Implement

Edit the necessary files while keeping existing interfaces and rules.

04 · Verify

Run tests, build the project, and report anything that remains unverified.

ขั้นตอนวิจัย GLM จากไฟล์และกราฟไปยังรายงานที่ตรวจแล้ว

Practical case

A team decouples a shared module without changing product behavior

Hermes gives GLM-5.2 the repository, engineering rules, test commands, and a clear boundary: separate the shared module but keep all public APIs unchanged. The model first maps dependencies, then edits the module and its callers, runs tests, and checks the build. Hermes rejects any change outside the approved file set. The final report lists the changed files, passed tests, and one manual check for the product owner.

Hermes ทำอะไรในกรณีนี้

01Map

Hermes asks GLM-5.2 to list dependencies, public APIs, and tests.

02Plan

The model names every file it expects to change and why.

03Edit

Hermes blocks edits outside the approved file set.

04Verify

Tests, build output, and a manual product check are recorded.

ผลลัพธ์

The team completes a shared-module refactor without losing the public API or hiding an untested file change.

การตรวจโดยคน

A person reviews public API changes, migrations, security-sensitive code, and any unverified manual behavior.

การตัดสินใจด้านต้นทุน

Use 1M context when it removes repeated setup work.

Large context is valuable when the model needs the project history and constraints in one task. Do not attach the whole repository to every request. Let Hermes select the files that matter and cache stable context when possible.

ตัวอย่างค่าใช้จ่ายแบบง่าย

Use the 1M context when it removes repeated repository setup. For a small task, a shorter prompt and a smaller model will usually cost less.

Use GLM-5.2 in Hermes

Select glm-5.2, attach the relevant project context, and keep the change boundary and verification commands in the Hermes task brief.

เปิด Playground →รับ API Key →

curl https://api.hermes-ai.net/api/v1/chat/completions \
  -H "Authorization: Bearer $HERMES_API_KEY" \
  -H "Content-Type: application/json" \
  -d '{
    "model": "glm-5.2",
    "messages": [{"role":"user","content":"Run the approved task and return a short verification report."}]
  }'

FAQ

คำถามที่พบบ่อย

What is the 1M context useful for?

It lets Hermes keep a large project context, constraints, and earlier decisions available in one workflow.

Can it refactor a whole repository?

It can work across many files, but Hermes should set an explicit file boundary and run tests before accepting the result.

Is it a good mobile development model?

It can help with client architecture, logs, screenshots, and device debugging when Hermes can access the relevant tools.

Should I send the whole repository every time?

No. Send the files and history needed for the task. Reusing stable context is cheaper and easier to check.

When should I use GLM-5.3 instead?

Use GLM-5.3 when the task needs deeper reasoning or a final high risk review.

อ่านเอกสารทางการ ↗เปิด Playground ↗

HERMES API · GLM-5.2

Use GLM-5.2 in Hermes

Select glm-5.2, attach the relevant project context, and keep the change boundary and verification commands in the Hermes task brief.

เปิด Playground →เปิด Dashboard →