Russian developer Mikhail Singatullin created the MMW (Managed Memory Workspace) software complex, designed to solve one of the problems of artificial intelligence – the loss of information between work sessions. The system allows AI agents to store previously obtained information, decisions made, and task execution history. The programmer independently developed the main architecture and invested almost 3 million rubles of his own funds in the project. He has now applied for the product to be included in the Russian Ministry of Digital Development's register of Russian software.
The problem the developer is trying to solve lies in the peculiar "amnesia" of neural networks. After a session ends or the context window overflows, an AI agent can lose important information, forget previous agreements, and repeat actions already performed. MMW creates a separate long-term memory that allows the work context to be saved and returned to even after the system restarts.
The development is based on the open Model Context Protocol (MCP), local data storage, and knowledge graph technology, which helps establish connections between stored facts. The system also provides for the identification of outdated and contradictory information. It can be deployed within a corporate infrastructure without an internet connection, which is especially important for banks, industrial enterprises, and government organizations working with confidential data. A cloud version on Russian servers is also provided.
According to Singatullin, the technology can reduce the consumption of language model tokens by up to 70% by excluding unnecessary information from queries. However, there are no independent results of large-scale corporate testing yet. Experts note that long-term memory itself does not make a neural network smarter, and the accumulation of erroneous information can even worsen the quality of its work.
The main risk of such systems is the transformation of long-term memory into a repository of outdated or unreliable information.
MMW is currently at an early stage of development. According to the author, the basic core has already been created and tested on engineering tasks, but there are no commercial contracts with large companies yet. Singatullin, who has 22 years of experience in system integration and server architecture, expects to attract external funding to expand the team and launch the first corporate implementations. Inclusion in the Ministry of Digital Development's register can facilitate the promotion of the development among government and corporate customers.