Core Concepts
Memory & Learning
Your bot isn't just a chatbot — it's a learning assistant. It remembers your conversations, builds up knowledge about your work, and gets better over time.
How Memory Works
Your bot uses a DAG-based memory system (Directed Acyclic Graph) powered by Martian Engineering's LCM (Large Context Model). In simple terms, this means your bot organises what it learns into a structured web of connected knowledge — not just a flat list of facts.
Connected knowledge
When your bot learns something new, it connects it to what it already knows. For example, if you mention a client's name in one conversation and their preferences in another, your bot links these together automatically.
Prioritised recall
Not all memories are equal. Your bot weighs recent and frequently referenced information higher, so the most relevant context surfaces when you need it.
Large context window
The LCM gives your bot an exceptionally large context window, allowing it to draw on extensive conversation history and knowledge when responding to you.
What Your Bot Remembers
Your bot continuously learns from every interaction. Over time, it builds a deep understanding of how you work.
Your clients & contacts
Names, preferences, history, and important details. Ask about a client months later and your bot still knows them.
Your preferences
How you like reports formatted, your communication style, your preferred workflows. It adapts to you, not the other way around.
Your workflows
The patterns in how you work — the steps you follow, the tools you use, the order you do things. Your bot learns these and anticipates your needs.
Past conversations
Previous discussions, decisions, and context. Your bot can recall what you talked about last week or last month when it's relevant.
Continuous Learning
Your bot grows with you. The more you use it, the more useful it becomes.
Week 1
“Draft an email to David Park at david@example.com about the meeting next week.”
Week 4
“Email David about next week's meeting.”
Your bot already knows who David is, his email, and your preferred tone.
Learns your patterns
If you always follow up on emails within 48 hours, or prefer reports in a certain format, your bot picks up on this and adapts.
Builds domain knowledge
Over time, your bot develops deep knowledge specific to your work — your industry, your clients, your processes. It becomes genuinely helpful, not just generically capable.
Corrects from feedback
If your bot gets something wrong, tell it. It remembers the correction and applies it going forward. The more you guide it, the more accurate it becomes.
Your memory is private
Everything your bot learns is stored within your isolated environment. No other user or company on the platform can access your bot's memory. See the Security page for details.