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GLM-5V-Turbo API для Hermes Agent: завдання й ціна

GLM-5V-Turbo is built for tasks where Hermes must see the interface before it can act. It reads screenshots, video, and files, plans the next action, writes code, and checks the result in a visual loop.

Робочий процес Hermes Agent, що поєднує завдання GLM, файли, інструменти та перевірку людиною

Visual coding agent

These facts show where GLM-5V-Turbo fits inside Hermes and which details change the cost and review path.

InputVideo, image, text, and file
OutputText, code, and tool calls
Best roleVisual coding and GUI Agent
Context200K tokens; up to 128K output in the current guide
Price noteUse the current Hermes API price card
Typical jobFrontend recreation, GUI exploration, and visual debugging
  • The model can understand a screen but still needs a browser or computer tool to click it.
  • A screenshot can hide state that is not visible; ask for a second view.
  • Visual correctness does not prove business logic is correct.
  • Include the current screenshot and the expected screenshot.
  • Name the device size and state that matter.
  • Give the Agent only the browser or editor actions it needs.
  • Take a fresh screenshot after every patch.
01

Use it for visual state

Screenshots, page layouts, GUI controls, rendered output, and visual documents are its natural inputs.

02

Do not use it for every text task

For plain text planning, routine extraction, or cheap batch work, use a lighter text model.

03

A simple GLM-5V-Turbo routing rule

If the task can be solved from text, use a text model. If the answer depends on what is visible on a screen, use GLM-5V-Turbo and verify with a new screenshot.

Вибирайте роль за завданням

Моделі GLM мають різні ролі. Спочатку визначте завдання, потім оберіть маршрут.

01

Screenshot to frontend

Turn a set of page screenshots into a component map and a runnable frontend.

02

Visual debugging

Compare a broken render with the reference and list layout, color, and interaction problems.

03

GUI exploration

Read a webpage, identify controls, and choose the next safe action before a browser tool runs.

04

Document and chart review

Read visual documents and charts, then return grounded notes or structured data.

The answer depends on pixelsGLM-5V-Turbo as the visual worker

The model can see layout, controls, and rendering feedback.

The task is plain textUse a text model

There is no reason to pay for visual input.

The task changes customer dataUse a stricter Agent and human approval

A visual guess is not enough for a side effect.

The screen becomes part of the task state.

Hermes gives the model a screenshot, the current file state, and a small set of allowed actions. The model acts, looks again, and reports what changed.

01 · Show

Hermes provides the screenshot, file, video frame, or document that matters.

02 · Plan

GLM-5V-Turbo describes the visible state and selects the next action.

03 · Act

Hermes calls the browser, editor, or test tool with the model output.

04 · Look again

A new screenshot is checked before Hermes accepts the result.

Робочий процес Hermes Agent, що поєднує завдання GLM, файли, інструменти та перевірку людиною
Потік візуального програмування GLM від еталонного екрана до перевіреної вебсторінки

A design team fixes a page that looks wrong only in the browser

A developer says the page is finished, but the hero image is cropped and the mobile menu overlaps the heading. Hermes gives GLM-5V-Turbo the reference screenshot, the current render, and the relevant component files. The model identifies the wrong image fit rule and the mobile stacking problem. Hermes applies the patch, captures the page again, and asks the model to compare both sizes. A human checks the final interaction before release.

Що робить Hermes у цьому прикладі

01Show

Hermes sends the reference image, current render, and component files.

02Diagnose

GLM-5V-Turbo identifies the crop, overlap, or spacing problem.

03Patch

Hermes calls the editor or browser tool to apply the approved change.

04Look again

A new desktop and mobile screenshot is compared before release.

Результат

The team fixes a browser-only layout bug with a visual check instead of guessing from CSS alone.

Перевірка людиною

A person checks interaction, accessibility, data safety, and any visual decision that affects a paid or public experience.

Pay for visual understanding only when the screen matters.

Visual inputs make a task more useful but can also make each request larger. Use GLM-5V-Turbo for the visual diagnosis and route simple text edits to a lower cost model.

Простий приклад вартості

Send the smallest useful image and crop. Use GLM-5V-Turbo for diagnosis, then route ordinary text or CSS cleanup to a cheaper text model.

Use GLM-5V-Turbo in Hermes

Select glm-5v-turbo in the Hermes API and attach the image, video, or file as part of the model input.

curl https://api.hermes-ai.net/api/v1/chat/completions \
  -H "Authorization: Bearer $HERMES_API_KEY" \
  -H "Content-Type: application/json" \
  -d '{
    "model": "glm-5v-turbo",
    "messages": [{"role":"user","content":"Run the approved task and return a short verification report."}]
  }'

Поширені запитання

What is GLM-5V-Turbo best at?

Visual coding, screenshot analysis, GUI exploration, page recreation, and visual debugging.

Can it replace a browser tool?

No. It can understand the screen and choose an action, but Hermes still needs a browser or computer tool to perform that action.

Can it review a chart or PDF?

Yes. Give Hermes the relevant file or page image and ask for grounded notes. Keep the source file available for human review.

Should it write all the code alone?

It can build a first version, but Hermes should render and compare the result before accepting it.

When should I use a text model instead?

Use a text model when the task does not depend on pixels, layout, visual state, or GUI controls.

HERMES API · GLM-5V-Turbo

Use GLM-5V-Turbo in Hermes

Select glm-5v-turbo in the Hermes API and attach the image, video, or file as part of the model input.