Your personal AI agent

An AI agent that does more than answer. It gets work done.

The marble agent researches, plans and works with your tools. It understands your workflows, is available through Telegram, WhatsApp, Slack and other channels, and can work alongside you directly inside marble work.

Set up for your business, your tools and your rules.

From request to result

You define the outcome. The marble agent finds the path.

A traditional chat waits for the next message. The marble agent can break a goal into meaningful steps, gather information, use connected tools and check intermediate results. If something is missing or a decision is required, it brings you in. Otherwise, it keeps working until there is a usable result.

Give it a task

Message it like a colleague through your messenger, your team chat or directly in marble work.

Plan the approach

It reviews context, knowledge and available tools, then chooses the next sensible steps.

Use the right tools

It researches, reads files, evaluates data and works with connected services and marble work.

Deliver a result

You receive more than an answer: a verifiable result with sources, files, changes and any open decisions.

More than a chatbot

Answers save minutes. Completed tasks save work.

Many AI tools stop where the actual work begins: after the answer in a chat window. You still have to transfer information, open systems, create tasks, check data and move the result to the right place.

The marble agent connects reasoning with action. It works with the systems your team already uses and can place results where the work continues. Individual prompts become a traceable workflow.

Traditional AI chat

  • Answers individual questions
  • Forgets workflows between chats
  • Produces text to copy
  • Waits for every next prompt
  • Lives in one chat window

marble agent

  • Pursues an outcome across multiple steps
  • Uses persistent knowledge and reusable skills
  • Works with files, tools and systems
  • Can run agreed routines independently
  • Is available through your team’s channels

Gets better with every good collaboration

Your knowledge stays available. Good workflows become skills.

The marble agent does not start from zero every morning. It can remember relevant preferences, responsibilities, tools and ways of working. Proven procedures can be stored as skills and reused for similar tasks.

This does not mean an unknown model is silently retrained in the background. Knowledge and instructions remain visible, adjustable and limited to your business.

Less repetition

Tone, processes and quality rules do not need to be explained in every chat.

Repeatable quality

A good procedure becomes a skill the agent can use again next time.

Context across sessions

Relevant information remains available after a conversation ends.

Adjustable, not a black box

Knowledge, roles, skills and access rights can be changed or removed at any time.

An agent right inside your work

Full context from marble work. And the tools to act on it.

If you choose, the marble agent can access your marble work workspace. It can use projects, clients, tasks, deadlines, files and tracked time as context. This lets it do more than answer questions about your work: it can pick up assigned tasks, return results and document progress in the shared system.

You decide which areas and actions are available. Critical steps can still require review or approval.

Example commands

  • “Which projects are at risk of slipping this week?”
  • “Summarise every open point for tomorrow’s client call.”
  • “Complete the research task assigned to me and add the sources to marble work.”
  • “Turn these meeting notes into tasks, assign them to the right projects and show me the draft before saving.”

Available where your team works

Telegram, WhatsApp, Slack and more. One agent, the same context.

You do not need another permanent work window. The marble agent can be available through the channels that fit your day, including Telegram, WhatsApp and Slack. Other messaging and work surfaces can be connected depending on the setup.

No matter where a task starts: roles, knowledge, skills and access rules stay consistent.

From daily business to routine

Four tasks where the marble agent does more than join the conversation

Your daily project cockpit

Every morning the agent reviews projects, deadlines, open tasks and tracked time in marble work. You get a short list of priorities in your messenger: what is critical, where a decision is missing and which tasks the agent can take on right away.

Result: less searching, fewer status meetings, a clear start to the day.

Research with a usable result

You set a goal, for example a competitor comparison, a tool selection or the preparation for a client meeting. The agent plans the research, checks multiple sources, highlights contradictions and stores the report with its sources in the matching marble work task.

Result: not a pile of links, but a basis for decisions.

Prepare a lead and proposal

A new enquiry comes in. The agent researches the company, adds relevant context, prepares follow-up questions and a first proposal draft and documents everything with the right client or project. Nothing is sent without your approval.

Result: a faster response without uncontrolled outside communication.

Weekly report and next steps

At the end of the week the agent collects progress, time, blockers and open decisions from marble work. It turns them into a concise report for Slack or email and suggests concrete next tasks.

Result: a clean end to the week without manual digging.

One agent is good. Clear roles are better.

Multiple profiles for your team. Each with the right capabilities.

Not every task needs the same role, knowledge or access. The marble agent can therefore be provided through separate profiles, for example for leadership, marketing, project management or development.

Each profile has its own role, its own skills, isolated memory and only the connectors it needs for its work. A marketing profile works with campaign and content knowledge, while a project profile keeps an eye on tasks, time and deadlines.

Four building blocks

Profiles

Separate identity, rules, sessions and memory for every role. What a profile learns in conversations stays in its own memory and does not mix with that of other roles.

Skills

Reusable procedures for specific tasks. A skill captures how your team handles a task. For similar tasks, the agent reuses it instead of starting from scratch again.

Connectors

Access to selected systems and data sources. Only what the task needs gets connected, such as marble work, your email inbox or other tools your team uses.

Permissions

Only the tools and actions a profile actually needs. A profile can, for example, prepare drafts without sending anything itself. Critical steps can stay subject to your approval.

Not a toolkit you have to figure out alone

We configure the marble agent for the way your team works

The right agent does not begin with a long list of tools. It begins with the work that costs your team time today. Together, we select one clear starting point and configure the role, knowledge, skills, channels, connectors and approvals around it.

Define the use case

Which recurring or time-consuming work should the agent take over?

Configure the agent

We configure profiles, skills, knowledge, channels and access.

Improve it through real work

Real tasks show which workflows should be refined or added next.

An open foundation that fits your business

Built on Hermes Agent. Configured by marble work for real business use.

The marble agent is based on the open-source Hermes Agent project by Nous Research. Hermes combines persistent memory, reusable skills, tool access, automation and multiple communication channels in one agent system.

We turn that foundation into a setup for your roles, systems and security requirements. Model providers, profiles, credentials and permitted tools can be selected for the specific use case.

Transparent foundation

An open-source foundation instead of an opaque single-purpose black box.

Controlled access

Profiles only get the tools and permissions they need.

Human approvals

External communication and critical actions can remain subject to review.

Model flexibility

Different AI models can be connected depending on the task and your requirements.

Questions about the marble agent

What you should know before the first task

marble agent

What is the marble agent?

The marble agent is a personal AI agent for businesses. It can break outcomes into steps, research information, use connected tools and work on a task until it produces a verifiable result. Unlike a traditional chatbot, it can work with your systems and connect directly to marble work.

marble agent

What is the difference between an AI assistant and an AI agent?

An AI assistant mainly helps with answers and drafts. An AI agent can also plan multiple steps, use tools, check results and run agreed routines within the roles, permissions and approvals you define.

marble agent

Does the marble agent really learn?

It can retain relevant information across sessions and reuse proven workflows as skills. Your team does not need to repeat preferences and procedures every time. The underlying AI model is not secretly retrained on your company data.

marble agent

Can it work directly inside marble work?

Yes. Depending on its permissions, it can use projects, tasks, clients, deadlines, files and time entries as context. It can process assigned work, return results and prepare or perform permitted updates.

marble agent

Can it work through WhatsApp, Telegram or Slack?

Yes. The agent can be made available through Telegram, WhatsApp, Slack and other channels, depending on your setup.

marble agent

Can we use multiple agents or profiles?

Yes. Separate profiles can have their own roles, skills, memory, connectors and access rights, for example for marketing, project management and development.

marble agent

Does it operate without any human control?

No, and critical processes should not. It can complete routine work independently while external messages, publications, sensitive updates and other important actions remain subject to approval.

marble agent

Which tools can the marble agent use?

The agent can be connected to various tools and data sources through existing integrations, APIs and MCP servers. We decide together which of them make sense and are permitted for your specific use case.

marble agent

How do we get a marble agent?

Tell us what work you want it to handle and which systems your team uses. We will review the use case and propose the appropriate profiles, channels, connectors and approvals.

From chat to collaboration

What should your agent take off your plate first?

Show us one workflow that repeatedly costs your team time. We will assess how the marble agent can handle it with your knowledge, your tools and marble work.

  1. Describe the workflow: Tell us which task the agent should take on.
  2. Review the setup: We look at the use case, tools and approvals.
  3. Agree on the start: In a first call, we clarify systems and the best starting point.
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