From MoU to Impact: Building Applied AI & Cloud Engineering Education That Works
This MoU marks the beginning of a long-term collaboration focused on applied AI and cloud engineering. By aligning academic learning with real-world systems and execution, Floww and Bharati Vidyapeeth are building a skill-first education model designed for modern engineering roles.
Industry–academia collaborations are most powerful when they are designed around outcomes, not just intent.
When education and industry align on what students need to be able to do—not just what they need to know—the result is learning that stays relevant, practical, and future-ready.
This belief sits at the heart of the Memorandum of Understanding (MoU) signed between Floww APIs Pvt. Ltd. and Bharati Vidyapeeth (Deemed to be University), College of Engineering, Pune, in collaboration with the Department of Information Technology, to launch the Applied AI & Cloud Engineering (AACE) Minor Program.
This partnership reflects a shared commitment to applied learning and long-term capability building.
Defining the Focus: Applied AI & Cloud Engineering
The AACE Minor Program is intentionally positioned around Applied AI & Cloud Engineering.
This focus goes beyond learning AI concepts in isolation. It emphasizes how AI systems are designed, deployed, and operated in real-world environments.
Applied AI & Cloud Engineering brings together:
- AI fundamentals with cloud-native system design
- Model development alongside infrastructure thinking
- Learning that connects theory with deployment
It prepares students to understand how AI fits into broader systems, workflows, and operational realities.
Why Applied Learning Matters Today
The role of AI engineers is evolving rapidly.
Organizations increasingly look for professionals who can:
- Work across AI models and cloud infrastructure
- Understand system-level trade-offs
- Support AI solutions throughout their lifecycle
Applied learning helps bridge this gap by giving students exposure to how real systems are built and maintained—not just how they are designed.
This is where education and industry perspectives complement each other most effectively.
How This Collaboration Adds Value
What makes this collaboration meaningful is the way industry experience is integrated into the learning approach.
Floww contributes practical insights from building and operating software systems, helping shape:
- Learning frameworks
- Hands-on experiences
- Outcome-oriented thinking
This ensures the program remains grounded in real-world application, while benefiting from the academic rigor and structure provided by Bharati Vidyapeeth.
The result is a balanced model—where conceptual clarity and practical execution reinforce each other.
What “Applied” Looks Like in Practice
Within the AACE Minor Program, applied learning means:
- Engaging with cloud-based architectures
- Working through real-world scenarios and use cases
- Understanding deployment considerations and system behavior
- Developing problem-solving skills that extend beyond code
Students gain experience that reflects how AI and cloud technologies are used in professional environments.
The Broader Role of Industry–Academia Collaboration
As technology evolves, education must continuously adapt.
Effective industry–academia partnerships help:
- Keep curricula aligned with real-world needs
- Prepare students for emerging roles
- Create smoother transitions from learning to practice
This MoU represents a step toward that alignment, supporting education that is both rigorous and relevant.
Looking Ahead: FAIR Labs
To extend this applied approach further, Floww is launching FAIR Labs - Floww AI Innovation & Research Labs, scheduled to be inaugurated on 10th January, 2026.
FAIR Labs will serve as a space where students can:
- Build and test real systems
- Experiment with applied AI use cases
- Strengthen the connection between learning and execution
It reflects Floww’s long-term commitment to applied, skill-first education.
From conversation to execution — the work begins after the MoU is signed.
Measuring Success
Success for this collaboration will be defined by outcomes:
- Graduates who are confident working with AI systems
- Learning experiences that translate into real-world capability
- Education that evolves alongside industry needs
MoUs create alignment. Impact comes from execution.
This partnership is designed to deliver both.
Final Note
This collaboration is not just about launching a program—it’s about creating a learning model that prepares students for the realities of modern engineering.
The work begins after the MoU is signed, and this partnership is built with that journey in mind.