Internship position for World Models for Software Architecture (Constructor Fabric)
Descrizione dell'offerta
About the Project Constructor Fabric turns a company's informal knowledge into production software through a pipeline of composable capability units called gears : requirements → architecture → product fit → framework (G1) → application → runtime. We are building a World Model over that pipeline — a model that does not just generate code, but predicts the consequences of an architectural decision: total cost of ownership, unintended side effects, latency and failure behaviour, and whether a proposed composition is even admissible. The central object is not a digital twin of the application but its formal architectural skeleton : gear contracts (GearSpec), a typed attributed hypergraph of the application (AppGraph), a composition algebra that defines which assemblies are legal, and several semantic projections (types, protocols, resources, security) over which properties are proved, refuted by counterexample, or reported as an explainable gap . All of it is written in a domain-specific language whose syntax trees and graphs we keep in a projectional editor (JetBrains MPS) — so the DSL is not a convenience layer, it is the thing that defines the model's state space and the boundary of what the model is allowed to propose. Internship Role As a Research Intern (Machine Learning for Software Engineering), you will support the data and modelling work behind the World Model — mining code, building datasets, and running baseline experiments. We are looking for students who are keen to collaborate with industrial companies working with AI, open to out-of-the-box topics, and interested in a long-term collaboration. Key Responsibilities Mine open-source repositories and extract architecture, dependency, and interface graphs from code. Help build and clean (specification → architecture) datasets, including synthetic project generation. Implement and evaluate baseline models (heuristic search, graph ML, or LLM generation) for single pipeline steps. Benchmark models against share
Dettagli
- Azienda: Constructor Labs
- Sede: Europe
- Tipo di contratto: Stage / tirocinio
- Fonte: arbeitnow
- Valido fino al: 13 novembre 2026
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