Engramora
About Engramora
Engramora is a long-term memory project for AI agents, developed and operated by Merdan IT Solutions in the Netherlands.
Memory beyond the current task
The project focuses on storing information and recalling it in later tasks. LTM provides a memory layer for an agent; it does not replace the language model that generates responses.
Measured progress
The local Recall benchmark series completed on 29 September 2026 covered 1,000 to 10 million memory patterns, with zero correctness failures across 221,309 measured queries. These are development benchmarks, exclude LLM inference time and are not a production service guarantee. Complete validation at 100 million and 1 billion patterns remains unfinished.
Read the test reportsNext development stage
The next stage is Cloud development and deployment testing, followed by testing with real agents. Public Cloud access and installation package downloads are not currently available. Test participation is planned through applications and invitations.
Who is behind Engramora?
Engramora is a project of Merdan IT Solutions, an operating self-employed business in the Netherlands. Visit the company website for more information.
Merdan IT Solutions