Remember all of it
Nothing is deleted. Your VPS keeps the full history in DuckDB — searchable, auditable, compounding over months.
Fractal Knowledge Buffer
Know everything.
Always send a short context window.
Every message you send is stored forever in an append-only memory lake.
Each turn, FKBuffer picks only what matters right now — raw detail where you need precision,
compressed blueprints everywhere else — and builds a small P for the LLM.
Retrieve the right slice
Semantic search plus attention scoring surfaces a handful of nodes — not megabytes of chat log.
Stay within the window
The model sees a curated P while the substrate holds millions more on disk.
Watch it work on your VPS
The admin panel streams agent steps, the context window sent to the LLM, and new database rows as you chat on Telegram.
Open admin panel →