Training Project Proposal: Implementing Human-in-the-Loop Agentic Systems for Automated Logic Discovery and Optimized Code Generation

SDG Group
SDG Group
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SDG Group

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.

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Candidatura gestionada por SDG Group