Z.AI · Hermes 모델 가이드

GLM-5.2 API를 Hermes Agent에서 사용하기

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.

Playground 열기 →대시보드 열기 →

GLM 모델 작업, 파일, 도구, 사람의 확인을 연결하는 Hermes Agent 워크플로

Hermes에서 확인할 기술 정보

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

주의할 점

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.

Agent 실행 전 확인

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.

모델 이름이 아니라 작업에 맞춰 선택하세요.

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.

Hermes에 맞는 작업

일에 맞는 모델 역할 선택

같은 GLM 제품군도 맡는 역할은 다릅니다. 작업을 먼저 보고 라우팅하세요.

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.

Hermes 워크플로

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.

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.

이 사례에서 Hermes가 하는 일

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.

결과

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

사람의 검토

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

비용 판단

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.

간단한 비용 예시

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.

Playground 열기 →API Key 받기 →

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

자주 묻는 질문

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.

공식 문서 보기 ↗Playground 열기 ↗

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.

Playground 열기 →대시보드 열기 →