{"id":1449785,"url":"https://alion.io/job/marum-internship-position-for-world-models-for-software-architecture-constructor-fabric","title":"Internship position for World Models for Software Architecture (Constructor Fabric)","company":{"id":1803206,"name":"MARUM","domain":"marum.de","url":"https://alion.io/company/marum","size_band":"501-1000","is_staffing_agency":false,"employer_type":"direct","is_intermediary":false,"listed_via":null,"ats_vendor":"Workday","truth_index":{"grade":"B","score":83,"open_postings":3,"ghost_share":0,"stale_share":0.667,"repost_share":0,"time_to_fill_p50_days":40,"computed_at":"2026-10-19T05:45:15Z"}},"role":"Early Careers","role_family":"Early Careers","seniority":"intern","employment_type":"internship","work_mode":"on_site","remote_scope":null,"remote_scope_basis":null,"remote_working_hours":null,"hiring_geo_confidence":"structured","locations":["Bremen, Germany"],"countries":["DE"],"hiring_countries":[],"hiring_countries_total":0,"salary":null,"salary_estimate":{"min_usd":36000,"max_usd":63000,"period":"year","method":"role_seniority_country_remote_cell","sample_n":55},"experience_years_min":null,"visa_sponsorship":false,"relocation_package":false,"has_equity":false,"technologies":[{"name":"DGL","optional":false},{"name":"Digital Twin","optional":false},{"name":"LLM","optional":false},{"name":"LLM Evaluation","optional":false},{"name":"Machine Learning","optional":false},{"name":"Python","optional":false},{"name":"PyTorch","optional":false},{"name":"Scikit-learn","optional":false},{"name":"Time Series Forecasting","optional":false},{"name":"World Models","optional":false}],"status":"live","first_seen_at":"2026-09-29T07:38:31Z","employer_posted_date":"2026-09-29","last_verified_at":"2026-10-18T17:05:12Z","board_verified":true,"closed_at":null,"days_open":20,"trust":{"level":"ok","repost_count":null,"flags":[],"days_open":20},"description":"About the Project\nConstructor 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.\nThe 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.\nInternship Role\nAs 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.\nKey Responsibilities\nMine open-source repositories and extract architecture, dependency, and interface graphs from code.\nHelp build and clean (specification → architecture) datasets, including synthetic project generation.\nImplement and evaluate baseline models (heuristic search, graph ML, or LLM generation) for single pipeline steps.\nBenchmark models against shared datasets and metrics to compare approaches.\nBuild evaluation harnesses and track experiments reproducibly.\nAssist with documentation and, where relevant, publication activities.\nRequired Qualifications\nCurrently enrolled in a BSc/MSc in Computer Science, Data Science, Mathematics, or similar.\nExperience with Python and ML frameworks (PyTorch, scikit-learn).\nInterest in machine learning for code, software engineering, or formal methods.\nGood English and teamwork skills.\nDesired Qualifications\nPredictive models/time-series/etc.\nLLM tooling.\nFamiliarity with graph machine learning (PyTorch Geometric or DGL).\nInterest in formal methods, program or static analysis, or working with code structure (e.g. AST manipulation, tree-sitter, or repository mining).\nApplication Details\nPlease submit:\nCV\nShort motivation letter (max. 1 page) explaining your interest and relevant skills\nTranscript of records (GPA obligatory)\nWe look forward to your application! The review of applications will begin immediately and will continue until the position is filled.\nPlease note that only applications submitted through the official application portal will be considered for recognition.","description_format":"text","description_chars":3174,"description_truncated":false,"requirements":{"experience_years_min":null,"management_years_min":null,"team_size_min":null,"manages_managers":false,"education":{"level":"bachelor","optional":false},"security_clearance":false,"languages":[]},"benefits":[],"hiring_locations":[],"hiring_excludes":[],"relocation_offered":false,"industries":["Environmental Science"],"lifecycle":[{"event":"open","at":"2026-09-29T07:38:31Z"}],"visa":[],"liveness":{"score":74,"band":"hot","label":"Hiring now","p_open":1,"p_active":0.826,"p_room":0.9,"age_days":19,"expected_fill_days":40,"reasons":["conf:12","win:mid","comp:junior"],"computed_at":"2026-10-19T05:45:15Z"},"pay":null,"html_url":"https://alion.io/job/marum-internship-position-for-world-models-for-software-architecture-constructor-fabric","json_url":"https://alion.io/job/marum-internship-position-for-world-models-for-software-architecture-constructor-fabric.json","meta":{"generated_at":"2026-10-19T20:15:32Z","cache_seconds":300,"methodology":"https://alion.io/methodology","terms":"https://alion.io/terms","contact":"https://alion.io/contact","api":"https://alion.io/developers","about":"Alion is a live layer of people, companies and AI agents: who they are, whether they are real and active right now, what they do and how to work with them, readable by people and by agents and paid per call.","catalog":"https://alion.io/catalog.json","usage":{"tier":"crawler_verified","counted_by":"address","units_charged":1,"used_today":16074,"day_limit":null,"remaining_today":null,"minute_limit":300,"resets_at":"2026-10-20T00:00:00Z"}},"offers":[{"id":"company.slices","title":"One company in depth, by slice","status":"live","price":{"credits":0.02,"usd":0.002,"plus_per_slice":{"credits":0.05,"usd":0.005}},"unit":"per company, plus each slice with data","note":"the employer in depth","call":{"mcp_tool":"get_company","arguments":{"id":1803206},"rest":"https://alion.io/mcp/rest/get_company?id=1803206"},"human":"https://alion.io/catalog?offer=company.slices&for=job%2Fmarum-internship-position-for-world-models-for-software-architecture-constructor-fabric"},{"id":"market.stats","title":"A market slice: pay, demand and time to fill","status":"live","price":{"credits":1,"usd":0.1},"unit":"per slice","note":"pay, demand and time to fill for this role and place","call":{"mcp_tool":"market_stats"},"human":"https://alion.io/catalog?offer=market.stats&for=job%2Fmarum-internship-position-for-world-models-for-software-architecture-constructor-fabric"},{"id":"job.search","title":"Open jobs by role, technology, place, pay and visa","status":"live","price":{"credits":0.02,"usd":0.002},"unit":"per posting in a list","note":"similar open postings","call":{"mcp_tool":"search_jobs"},"human":"https://alion.io/catalog?offer=job.search&for=job%2Fmarum-internship-position-for-world-models-for-software-architecture-constructor-fabric"},{"id":"company.verify","title":"Is this company real and active right now","status":"pilot","price":null,"unit":"per company","request":{"url":"https://alion.io/catalog/request","method":"POST","body":"{\"offer\": \"company.verify\", \"for\": \"job/marum-internship-position-for-world-models-for-software-architecture-constructor-fabric\", \"note\": \"what you need it for\"}"},"human":"https://alion.io/catalog?offer=company.verify&for=job%2Fmarum-internship-position-for-world-models-for-software-architecture-constructor-fabric"}]}