Knowledge from past conversations, brought back two very different ways.
To recall the conversation, the model reads it again from the top — line by line, token by token. Longer history, longer wait, every single time.
The conversation is kept as a state of mind and injected straight into the model in one shot — the whole memory restored at once, with no re-reading.
Recalling a single past chat is nothing new — plenty of tools do that. Arrisma reaches across all of your past conversations, keeps only the few that matter, and fuses them into one combined state that it injects in a single shot.
All your past sessions, saved as reusable states.
Only the handful that bear on the task get selected.
Their knowledge is fused into a single combined state.
The merged state drops straight into the model, instantly.
AI model can get updates from the konwledge base every after every ten newly generated tokens, directly into the model's internal state.
RAG loads knowledge directly into the model's state — not retyped as tokens. Words still come in from the keyboard; the knowledge takes a private highway straight into the model's body.
A fixed-size context window means the per-step cost never grows during a session — no matter how much content you pour in, the window stays the same.
Knowledge and in-progress "AI thoughts" can be packaged and sent over the internet — handed off to any other machine using the same model, which creates an AI ecosystem. Model states can be published for public download from the Internet.
Prompts can be loaded directly into the model's state, just like knowledge. This architecture can stand in for harness apps, giving less tech-agile users comparable functionality without the extra scaffolding.
Each retrieved fact is tagged with when it entered the knowledge base, so the model knows how fresh every piece is. It can favour the latest information and reason about how things changed over time.
The model's state carries no growing KV-cache, so nothing piles up as the conversation continues. A single session can stay open indefinitely — one conversation that keeps running for a lifetime, without filling up or slowing down.