Your personal AI agent
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
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
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
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Gets better with every good collaboration
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.
Connectors
With connectors, your marble agent works directly in Notion, Google Workspace, Shopify and other services. Results land exactly where your team needs them.
An agent right inside your work
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
Available where your team works
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
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.
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
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
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
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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.
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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.
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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.
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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.
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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.
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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.
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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.
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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.
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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
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.