Watch memory in motion.
Type your own turn and query — watch the same input flow through write filtering, extraction, storage, retrieval, fusion, and context assembly.
Your inputs — all demos respond to these
The read pipeline retrieves from the store built by the write turn above.
One turn, the full pipeline
Step your turn through all eight stages. Each stage computes from the text above — change the input, reset, and step again.
I just moved to Berlin from Munich and joined Volkswagen on the platform team.
{
"type": "event",
"content": "I just moved to Berlin from Munich and joined Volkswagen on the platform team.",
"confidence": 0.69,
"valid_from": "2026-05-10",
"freshness": "1.00",
"access_count": 0,
"token_estimate": 21
}↓ this memory is now in the retrieval pool ↓
The funnel
100 turns through the seven-stage write pipeline. Watch where the rejections happen. Detail page.
Five retrievers, fused
Five ranked lists merge into one via RRF. Your stored memory (marked yours) appears in the retrieval results. Detail page.
Token budgeting
Retrieved memories must fit a fixed budget alongside system prompt and recent turns. Detail page.
Want the detail?
Every stage shown here has a full Learn page with the math, code, and interactive demo.
Back to the Learn hub →