AGENTS // SYS-03
AI agents with RAG, tools and human approval.
- AI agents
- RAG
- Human approval
- MCP tools
- Ollama
- Desktop skills
- Audit log
A Synaplan AI agent receives a message from WhatsApp, Outlook or your website chatbot, retrieves from your RAG knowledge base, reasons with Ollama or a cloud model, calls tools and MCP servers, waits for human approval, and executes. Every step is in the audit log. Self-hosted.
- inbound
- outlook/mail
- agent
- procurement-assistant
- knowledge
- /contracts /suppliers
- model
- llama-local
- tools
- erp.search mail.send
- node
- de-dus-k8s-03
- message received
- 01 understand
Classify intent, language and channel.
- 02 retrieve
RAG over your documents and memories.
- 03 reason
Local or cloud model — your routing.
- 04 tool
ERP, calendar, mail, MCP servers.
- 05 approval
A person confirms before it writes.
- 06 execute
Do the thing. Log everything.
Agents read your documents before they open their beak.
Retrieval-augmented generation over uploaded files, connected drives and mailboxes. Per-user memories add what the person prefers. Sources are cited.
- 01
Documents
PDF, Office, mail, images with OCR — chunked and embedded.
- 02
Memories
What the user told you last month, stored per user, visible and deletable.
- 03
Scopes
Which agent may read which folder is a setting, not a hope.
Payloads: what the agent may actually do.
Tools are explicit: built-in actions, plugins, MCP servers, and Agent Skills that run on the user's own computer through the desktop client.
- 01
Built-in
Web search, document generation, calendar, mail, file operations.
- 02
MCP
Any MCP-compatible tool server. Synaplan speaks the protocol both ways.
- 03
Desktop skills
Runs locally under a folder allowlist. No shell is ever constructed.
A human approves before anything is written.
Approval gates are part of the pipeline. Pending missions show up where people already work — in Synaplan, in Outlook, on the phone. Approve, reject, or edit and approve.
- 01
Approvals
Per tool, per agent, per amount — policy decides what needs a person.
- 02
Telemetry
Every retrieval, model call and tool execution in the audit log.
- 03
Stop button
Turn an agent off from the same row. The consequence is stated in one sentence.
T-00:00:10
Give your AI a job.
Build a first agent on our platform in minutes, or read how the pipeline works in the docs.