Training Project Proposal: Implementing Human-in-the-Loop Agentic Systems for Automated Logic Discovery and Optimized Code Generation
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Company
SDG Group. We are a consulting firm specialized in AI, Data & Analytics. Business agility is the ability of an organization to adapt quickly to market changes, both internally and externally. This cannot exist without becoming a truly data-driven company. SDG Group achieves this by co-creating optimal solutions with its customers, leveraging Data & Analytics services through a unique combination of business domain expertise and state-of-the-art technologies delivered by industry-leading talent. We are pioneers in AI, Data & Analytics consulting, and we are committed to unlocking organizations’ hidden potential by offering in-depth analytics expertise. SDG is a global company located in multiple countries with over 2700 employees and more than 700 customers.
Project Title
Implementing Human-in-the-Loop Agentic Systems for Automated Logic Discovery and Optimized Code Generation.
Project Description
The candidate will join the development team of AIMi, a modular framework that utilizes a multi-agent generative AI system to streamline the end-to-end (E2E) migration of legacy code to modern platforms.
Technical Context: The platform is built on a Python/FastAPI backend using LangGraph to manage interconnected agents via a graph-based workflow. It employs a "Human-in-the-Loop" approach to ensure expert supervision during the discovery and generation phases. The system architecture is designed to be model-agnostic, integrating with LLMs such as Google Gemini, OpenAI, and Claude.
The Student's Role: Working under the guidance of a Senior Architect, the student will contribute to the design and implementation of new specialized agents, specifically focusing on:
Discovery Agents: Tasked with tracing functional dependencies and analyzing the logic of existing legacy systems (e.g., SAS).
Conversion/Generation Agents: Responsible for translating business logic into "Functional Recipes" and subsequently into optimized target code (e.g., dbt models).
This project offers a unique opportunity to learn how to develop a production-ready, complex agentic application while mastering modern data engineering and AI paradigms.
Location
Hybrid: Home office and SDG offices (Florence or Milan).
Proposed Deadline
May 2026.
Company Tutor
Massimo Bruschi — massimo.bruschi@sdggroup.com
Plus the assigned Senior Architect for constant support.
Academic Tutor
To be defined.
Ideal Profiles
Graduating students in Computer Science or Computer Engineering (preferred).
Students in Physics, Mathematics, or other Engineering branches are welcome, provided they have a strong desire to learn solid programming paradigms and CI/CD on the job.
Benefits
Company Notebook.
Meal vouchers (€7).
Reimbursement for any project-related travel expenses.
Exposure to a high-level international work environment.
- Team
- Data Technologies
- Role
- Cloud Engineer
- Locations
- Milan, Florence
- Remote status
- Hybrid
Colleagues
About SDG Group
SDG Group is a global consulting firm specialized in Data & Analytics.
We are catalysts of innovation. We combine our unique approach to business challenges with the synergies and reach of a truly global firm. This is SDG Group, where the AI-driven futures we build with our clients are backed by three decades of experience in data, analytics, and business insights.
SDG Group works on the pillars of a Triple Expertise, incorporating business process skills by domain with a technological knowledge and a partnership with the most important and innovative software providers. Our portfolio also features cutting-edge laboratories and the development of Advanced Analytics & AI technologies.
🔝 OUR MARKET POSITION: SDG Group has a market leader position both at a global and a local level, recognised by
the main market analysts in the AI, Data & Analytics space.
👨🏻💻 +2,500 EMPLOYEES: Driven by talent and innovation. We are constantly growing by attracting and retaining the best talents from the market.
🌍 GLOBAL PRESENCE: Customer proximity is our purpose. Since November 2020 SDG joined Alten Group.
🤩 +185M VOLUME OF ACTIVITY: A growth mind-set to keep moving forward.
🤝 +700 CUSTOMER BASE: Our customer at the center. We serve an ever-increasing number of clients around the world.
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