A foundational reasoning model engineered for technical workflows — coding, scientific computation, structured retrieval, and long-context analysis. Tuned for institutional reliability.
Each product is engineered as a focused module — combine them into pipelines, or use them in isolation through a single typed API.
Repository-aware code synthesis with deterministic refactors, structured edit traces, and seamless test feedback loops.
Hybrid retrieval over private corpora with structured reasoning over results.
Tabular and time-series analysis with grounded narrative reports.
Dense and sparse vector embeddings, multilingual, evaluation-tuned.
Custom fine-tuning with parameter-efficient adapters, governed datasets, and evaluation suites that gate every promotion.
Visual prompt engineering with versioning and offline replay.
Independent evaluations across reasoning, code, retrieval, and instruction-following — published in full.
Selected publications from the monopole AI research group.
monopole AI is an applied research company headquartered in Stockholm, with engineering offices in Seoul and Boulder. We build models, tools, and platforms used by institutions where reliability is not optional.
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