Current work and plans

We continue to maintain and develop Amirig, a system for working with drilling data.

We are developing CPO IDE, an environment where people, large language models (LLMs) and AI agents collaborate on a project. We are building model API adapters, context construction from project materials and knowledge, agent task orchestration and execution resource accounting. We preserve decisions, their rationale and relationships so results can be reviewed and work can continue using accumulated knowledge. The environment is under development.

We are testing Yuqora, a tool for correcting keyboard layout errors and typos while typing. We are preparing the first free release.

We develop data extraction from heterogeneous documents and spreadsheets and search over their contents. For semantic routing, we design neural components that identify entities, conditions, operations and relationships in a query. We create multilingual training data, train custom components and fine-tune adapters for pretrained models. We evaluate results on separate held-out datasets, analyse errors and improve the model. The resulting query representation is used to build a verifiable search plan. Work uses experimental components; application of the results in MedStock is listed separately under plans.

We maintain MedStock.Pro: the medical product catalogue, procurement document preparation and contract price search. Redeveloping public procurement search and analysis as the platform’s central offering is listed separately under plans.

A locally deployed system for monitoring IT infrastructure. TAU Telemetry is listed in the Russian software register. This is the available product; the next platform, TAU2, is a separate development effort.

A new platform under development for distributed execution of software packages: client runtimes execute tasks locally and send results to Manager. No release date has been set.

We plan to release the next generation of Amirig, A4, in 2027. Strategic work on this direction is currently deferred.

We plan a free version of CPO IDE and its inclusion in the Russian software register in 2027. Paid add-ons are also planned; their release dates have not yet been set.

We plan the first free release of Yuqora and its inclusion in the Russian software register. Neither the release date nor the timing of registration has been set.

We plan to rebuild the public procurement search and analysis service as MedStock’s central offering. The results of research into data processing, search and semantic routing are intended for use in MedStock to analyse public procurement information. Planned uses include selections, comparisons and summaries across combinations of products, specifications, prices, buyers and suppliers, regions and periods.